{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary Segmentation: PyTorch version\n",
    "One wants to optimize the Jaccard index of the foreground class.\n",
    "One can use either the Lovász Hinge or the Lovász-Sigmoid for binary problems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:49.308649Z",
     "start_time": "2019-02-26T16:39:49.294529Z"
    }
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:49.318262Z",
     "start_time": "2019-02-26T16:39:49.310247Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division, print_function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.011696Z",
     "start_time": "2019-02-26T16:39:49.319474Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "from torch.optim import Adam\n",
    "from torch import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.026159Z",
     "start_time": "2019-02-26T16:39:50.014233Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import lovasz_losses as L"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.392180Z",
     "start_time": "2019-02-26T16:39:50.028853Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.421884Z",
     "start_time": "2019-02-26T16:39:50.393533Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from tqdm import tqdm_notebook as tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.442911Z",
     "start_time": "2019-02-26T16:39:50.423436Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add parent path to pythonpath to import demo_utils\n",
    "import sys\n",
    "sys.path.append('../demo_helpers')\n",
    "from demo_utils import pil, pil_grid, dummy_triangles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.455949Z",
     "start_time": "2019-02-26T16:39:50.444192Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CUDA = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.469108Z",
     "start_time": "2019-02-26T16:39:50.457288Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def cuda(x):\n",
    "    if CUDA:\n",
    "        return x.cuda()\n",
    "    else:\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Batch of 10 random images with background (0), foreground (1), void (255) class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.555354Z",
     "start_time": "2019-02-26T16:39:50.470597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1010x410 at 0x7FDE0FC7D080>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(18)\n",
    "labels_ = [dummy_triangles(200, [0, 255, 1]) for b in range(10)]\n",
    "labels = torch.stack([torch.from_numpy(a) for a in map(np.array, labels_)]).long()\n",
    "pil_grid(labels_, 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:50.715020Z",
     "start_time": "2019-02-26T16:39:50.556480Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.random.seed(57)\n",
    "feats = labels.float()\n",
    "feats[labels == 0] = feats[labels == 0].normal_(-1, 2.5)\n",
    "feats[labels == 1] = feats[labels == 1].normal_(1, 2.5)\n",
    "feats[labels == 255] = feats[labels == 255].normal_(0, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:52.812234Z",
     "start_time": "2019-02-26T16:39:50.716202Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "feats = Variable(cuda(feats))\n",
    "labels = cuda(labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:52.825698Z",
     "start_time": "2019-02-26T16:39:52.813271Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Model, self).__init__()\n",
    "        self.bias = nn.Parameter(torch.Tensor([0]))\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return x + self.bias\n",
    "    \n",
    "m = Model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:52.841933Z",
     "start_time": "2019-02-26T16:39:52.827799Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "m = cuda(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initial prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:52.857789Z",
     "start_time": "2019-02-26T16:39:52.843397Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial image-IoU: 13.249448362686305\n"
     ]
    }
   ],
   "source": [
    "preds = (m(feats) > 0).long().data\n",
    "print(\"Initial image-IoU:\", L.iou_binary(preds, labels, ignore=255, per_image=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:39:52.958455Z",
     "start_time": "2019-02-26T16:39:52.859105Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1010x410 at 0x7FDE0F77C5C0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lovász hinge training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:03.917536Z",
     "start_time": "2019-02-26T16:39:52.959574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ffaa43b948c4120b65f86be78cd1d9a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=500), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "m.bias.data.fill_(0) # reset b\n",
    "\n",
    "optimizer = Adam(m.parameters(), lr=0.05)\n",
    "\n",
    "loss_plot = []\n",
    "iou_plot = []\n",
    "\n",
    "for iter in tqdm(range(500)):\n",
    "    optimizer.zero_grad()\n",
    "    out = m(feats)\n",
    "    loss = L.lovasz_hinge(out, labels, ignore=255)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    preds = (out.data > 0).long()\n",
    "    loss_plot.append(loss.item())\n",
    "    iou_plot.append(L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:03.945962Z",
     "start_time": "2019-02-26T16:40:03.920429Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(3.3338, device='cuda:0', grad_fn=<DivBackward0>)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "L.lovasz_hinge(out, labels, ignore=255, per_image=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:04.204998Z",
     "start_time": "2019-02-26T16:40:03.947603Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.suptitle(u'Lovász hinge training')\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(loss_plot)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('iteration')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(iou_plot)\n",
    "plt.ylabel('Image-IoU (%)')\n",
    "plt.xlabel('iteration');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:04.221384Z",
     "start_time": "2019-02-26T16:40:04.206515Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final image-IoU: 13.249510917016222\n"
     ]
    }
   ],
   "source": [
    "preds = (m(feats) > 0).long().data\n",
    "print(\"Final image-IoU:\", L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:04.303206Z",
     "start_time": "2019-02-26T16:40:04.223118Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1010x410 at 0x7FDE0F6A6CC0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:08:39.487021Z",
     "start_time": "2019-02-26T15:08:39.484152Z"
    }
   },
   "source": [
    "## Lovász-Sigmoid training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:07.295480Z",
     "start_time": "2019-02-26T16:40:04.304750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bc07c6abc34d4e42bf215cf8934c0c73",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=500), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "m.bias.data.fill_(0) # reset b\n",
    "\n",
    "optimizer = Adam(m.parameters(), lr=0.05)\n",
    "\n",
    "loss_plot_x = []\n",
    "iou_plot_x = []\n",
    "\n",
    "for iter in tqdm(range(500)):\n",
    "    optimizer.zero_grad()\n",
    "    logits = m(feats)\n",
    "    out = torch.sigmoid(logits)\n",
    "    loss = L.lovasz_softmax(out, labels, classes=[1], ignore=255)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    preds = (logits.data > 0).long()\n",
    "    loss_plot_x.append(loss.item())\n",
    "    iou_plot_x.append(L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:07.496811Z",
     "start_time": "2019-02-26T16:40:07.296527Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'iteration')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.suptitle(u'Lovász-Sigmoid training')\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(loss_plot_x)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('iteration')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(iou_plot_x)\n",
    "plt.ylabel('Image-IoU (%)')\n",
    "plt.xlabel('iteration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:09:26.044828Z",
     "start_time": "2019-02-26T15:09:26.042494Z"
    }
   },
   "source": [
    "### Final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:07.512678Z",
     "start_time": "2019-02-26T16:40:07.497907Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final image-IoU: 13.327098918447339\n"
     ]
    }
   ],
   "source": [
    "preds = (m(feats) > 0).long().data\n",
    "print(\"Final image-IoU:\", L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:07.588689Z",
     "start_time": "2019-02-26T16:40:07.513968Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lJCw881IzMbrsDgkVQv3EBRUg+RCO0VeyLYu7CobTYZiirEetFjzi5rIjfVCOZz0X3yiJ+x3vL16tHfRS5a0gg3P6pgMSHEkd+G7uL41WneNhWu6tX8IUd72t/yqgLzVcZ0zucs33KkR+PAkoMUhQJbQIkRu4ZHHRi+OJMeJr6ycvv3Xm7cqpjJfqhi6lrBE/k/0qoBMPUwBTKeuwYEXP8SUY4h7scXaxU+kK22WzUSAeAO+M/AyX2O9++UsxcjFgTK7XeOama6TevJ/KeB7jIFqFlxYQ+Xu1tluCfTGk+DFC0xLjJ/H08B2vfIbpAGdxZnpsN6UzEtV9CcQDKY1gux5j5hnJmrzEjz5AaAbwI50hR3b/LRdPh70Vw9967CoQnGNbiwEmkq/M4rn0AUoUoNXxyFAnBEPkrQi6WxRDx5LwALmy8QItt0oeELkp/ufsMq5mFNDSgL1U221ZqIojFz9A2eUifu3ScyyL4b3aWYtj+wRhKYWjJ+Tfj9waz8QTSwwmd8aKaERK0xzZEg+Uc8qdHPyaRI7B8FkA2+WiEQ9NUdWVLHP9AKUmU0oRdCNheNxLi2SS0jEM9SteLwOUvJFSIr4+msFgPL11+SX6gR3ssqVgfkX98GMS+O7kvLK99JWdEYTIW6lrfpJjslTFpHLXsQAUbCq7dtNfwkn8wpbprvR7C2oZu1Y8DKXTDvCV5plFiUelAEqmgiUdT+Xk/VTovbpKlVyl+VUkdqDtXVf0kYvRgTgWqOa57IFrg/GlxbEgtCBE/vKlcbNj39IdYrcrejuAMvo8ML99mQIM/qsWOxr6NFY1/5aEmodbLSDUSeoQLQwPvVdGVc9jSoFdGgAEZjSAV4O+IPhoP+KF+ZmzJckYZ6aJssckLqHUhknA/62AvtWZ6pTLO4lu6w9anwTEvZ3JvdpBa+oyUsDkhZOT3Og98kzk4MYLnWY4BuxJ4pdGvJRF1VIKrb7ZnokbgCGCrI0IqtwbQSzD+jW88VKypZExNa1WvKTALr3RKMwMBt+OUdZBOapWyTIAT/T6GCqrDxCORNQkRgrBs8nL5ka5VOLbshCDcTpDCED84oslZ6mymIT5W5DKVSgM7GNErD8dAFU9MUowfzPwousBCPJRbMT6vit0gsUgoyM487zR59xSKocp/PEA1+mxP0CWlFxnC3PjBZHngeAUGumfjVEOgEpQLdeEpc7mUclXyqNWCcbkxhEVIPyPRgxzpeAxnn6moPDT+hkYTxi+vjigWkIDQp3cnR3vOibfCyoVWnwJY6lPovRKTI8H8HZeFpRMAUn3Wo51EnhuwxmUDt/Wr/obWIm0RgiOZojxLE9XMAPGMy8HaPO8qCaZEpVO0l0xxjdx3F8Z8ekrd6k5EmHNhM4YDK1hl56Cj66GRiSBoQMk3RJvKFtreuOFro4KlhBb6wSgXBJroxMCwu6BJregW4aI725EkghvvNABFOXONwVUyJF+7n6J+ZUd6P5j5HVVj4iTRGdrYXIgGFPOUBbXbjuVCXPtQrwsXUDbsqVMOQkV/BgtZVMO8ceY3Oh9oHME5bBXhk2BBcOzq9XhSqiAgHsQLAtKjl2U8kghZLWwA/czbgsG5fLsUloQuyavQBzgEg+LKSfxUeLLeVpW61LKcvJt5LIHA4ASH+WNV8mFWIZGreCHYEX8ynGkc2ZRghUe3WuA4bZenqhMf+pfvTS+DDwTHF2Xpl7lUhVLmMGgq3Arj7Nh3mt6Cit89StebISlDrFXc6NVbdPx3VC/rZxFqAO7DCulbKlccrEkxq7sKs3wA4RvArRMvBLM8Rgq3/AtDJWaElQuynekk9sZ2dI3GQOU/xi5t1OZYwAHFa9ZwkpKEvhOSokrWQR7rwQwuIUlImUF1dbY+Unu7tlLIw+QcEsMxBJdcWNhPr+vJK0zLuyVEQFmq5gBkoA+CgdSqyZ/7axUTuxQIRHvljPfUt9gWrBSmOLZMRdBsGdCnbaI704tDn5pBG3fWG86ij6ts/IoIC4XHpx7we461TIDhMUwjN3dgnjgI9+zr/uDkhbP/3KXzwMiH9EhDsFIHK8fJuxyqoP4gsD0jXjlZ1fo4VlGBBYPOinP5ilNQ0HQPFc1T6tjZjigl2qtSAIoMZ64uWP4289s4e1ausLcS1hK7v4bdKN2oMwUJQK7/DzO7H5gB5+tz40wgf1SsHhph2pZFhNHULLSMX/I0HkrZQBYklZnKn49309NxggBb6QufXOWcF8G7DJkXXSChQqYHHGIPOkmM6AqhvNcw1fGTwLVGAZpuizFFIjWVlcwLnLOynh2S80klK9HqiKOdDy+hf3n7FKI1sAAYAGhMugg4cUxK/VbjOmWgETZezEXVQu0bcXLBPNzK+ma7/vnAbGEuOK/D+VoKl95ncG4izkLX1wTlfgBrFXgP2SHpp/E3/QaBZ45ROuqnkrrEvpMACXGwiuoHHapYsW3YDXPT/iPScAuFZ5hhthqthjVRTe/Ifo4BuC7S3epA5EbHQVGZYRl64k/wX9pVMg2kJ1FJQZVywu2wygvM0aIQXw4Np0V08LUGGoq35qCy+6UUt/WbzgvagBlHV03UfMifoAcg2CJZwUaYFrhAG3928DR+bpS/vJ7EuskeM4DjTwTv7oTEuLQj8ZoiSU4ZLWmI3cjHupAL0uFr96tx59tiWzFDQvd6eeV27wltt1SmRMFxrNu8ElAvOgqnbyuZI1C+70gQ/emZUvhfSiAcmkFfylKX8yf8tfzWChMGCBBBoCMsLRaTaVcXrvY5fMAJR8q4MXlLnfEs/XGEd0150z2FvkQifiicZW/hPPJEKMIBSHyA2UIQGnhfcNJTJQKB7KegmcC/dhZp22x2k/49ySUS1j/KkDLv+nIXt4dwRLBk0W5KMF8hjASFkT+Ewcf8QrFS/yBReLuvUZdD050EJ//uReG+MTOL0NfiBuFn/jqLYlSnAFly7Cu+BT6kJizECARnGygpJ3kkyKq8dZWOJvCJK+Mvps7rsmqueFLawzrrKNarSwT8Zy5nAHZAYKerSyq7gichyEieHL11y5Mnntt8XruazyLIEAppeyUowqFv8dQA+RSDLvFX6olOqHIMb6lv39p9BbtACH3jU7uslU4UQp4Lj8fwCuXdWhlpcPWLd5327ML1ZxcaY3wzFHVvQ4y7kGUgjjSX6VAguyi6K1Fgmxlz0RyVvt+6lZki62uQgGOiVf8ks2YhJUEKAkVcouEXqpBd0H3hX4eI7VpbrDpK2Ni1LLWZakDuwxbI5028Ey2LarLFKqWnwS0VMj3rETqJbh+tx7P5XGAti34QJm5xjEcpmS1XXTFjZVgfLSAER6Uv9T3Fy8jXrZeDtNicOTS+vrlVK2sl5jcCDphmMd8G2aMK7utz9XKbhsJHZSfeSVjjFolDLTNpSBy5ZJoepe70lpP7fz3gkodVQRNqDAGcBxYjia7YNlu4BLgjZTv1T3AUNBMEuobutGB2C2tlEKWv7OEZ+LFyxaeyyt4XInydXQQQVvjnlQgBgaNZ0xNeG6r7O1Kuqe0aiqKV0YmlBKwYFRFL1tiVAu6i2diuEbk70c4AMNC4g0e4f0MrLYtpzdeHhaCD+JMHyJvwVMvDzZjYH62Q3RVvdXkutdZ7bxp+aVGL64Ek5FeBijH0esQqqOcmIb6ebCa0ccEj05tFNBnCLRL+9l6Xl7PY6qG8Qq+3rpf8bSJxYYEXVJwdJggclWERnrKKGAfWquPzndtlWeXJ7YDJAqo1Nbu9dwJU6NkDNYMLfBnC/1AQPhfDVCiAGEXz/xAFh9+pxGd2bFmKWvsEOxrtjjovlTA8Gx+bxraHQfIQp1eX03idT5xgV1OdRS9rWNyVr8fAPrJldvl4FaKNfH6t5/fE1HleOdiHCHq7+3wHNuoqVZLbLkKAMoTF49JWNt/NGJBbuKJF0TuWxtMdUFJ7u5NE/HWqCTCLnMjJmKuD33+l2qXPRyGdYc6uzaFxNG4GDD0g/VJbmHqpXuoVlJMEVQ0pq1dOE84TDsDugHKedwrI6o8GUvZlxNMgydZE4hWMhW3vgojpVoQ8xgpY+FZLUCxro5Yvp+ayKqKykcBnXh82UKVM7E0ZUpu7TGlNYMT/cQ61IEAc70VxH/7By7XSd4gMXkCwjqyDuNLgDIazTOSwunrnKkgQ4Zx/JZEOYZXQJW3RnkgEGTf0QCKpUTwzEdeRrDVAS2xJKhal25tgNb9RiZvSYC21xc7yqtB7MmXvqWmx8Puf1Zj8ZKiYGqbR4nPRRRSyRrlV+/WQ+RXsF9UyxCNWonB/NT8yjcXD5WZi9OXh4MxvJGJ48/Wv/RNNL0URB5alBTYo9kOgOyUZqLHb93by2BGjlvLD9CKrN3wPxq5C1pCd0uix0O45JTSSFVMJGDEhwY6eT/GNsyIlRvlmp/9ITsIBPlIDZp+pqmMlKx3wXASL44lSXyTYgnDglemRm1Fjt7wMvrcUoJbl2EILlxJvQ3YMbY6FgqegO3fJo7nw2GjpLLZheA2FDfUxBPMrMe1CwL0ezFyNGDQEvqEeDmAWqoBQsESzEVMwG/qeFYgHr6fp72tZ1k/iUdynrA2biKVW7BRzp26MIUdSwCLcL0llqyzACVl9/jXJFiZW6W1J3LxljLWrdql6UZqxZSULdmkSmXYEyMZxusbl6mIhyniWs9/CcdgEvyKZDwmB6iUNUhQ0oqHviZYAc/6ewtjqtzVMkEayg3YMMdnlwd7BTwTPIsXdZWadym9RiLQ9waqWNLXLqxsO4+yHsVLulfDktSvjGxvJLY6ggOpAD5aWWOE71513hAR5G/0PxFB9aw4s/g5vUB1hTde61RYiizLIiHMRAL+xBdH1+sVY5A3oEUad1TFkjJ1CeMWLH9NwrPW7SczJNYJMqQnvliSEK/cVT0P0NJrgrbfBkTOwdeuT0xNF9UDR7UPL7GLvNGGNOCyheeouaYxegkuuXgufX2zA23XVgleW8h2LOxbEsaIp/KBZasUGINqX/12gHJQ/cruAdAVlePLMPrX0S7dKAnxB/O/Zxeejdw4jFDTY0YKqOqJggIbLrIHCJGPwhO5i/hCcybu4/gP2fj6JMSyNY4HpqVyLnVm2mqa5QHFK0DkSgqBoNf8ifalURG9exhnIp9Yv7TD819O/MpdVVAVp/otHqdnF37n8LGmcTkYAPNLd0lRXNA2wbew1p0dVe5FmFVyFeUSe8APYP6jcZvH6yReJR5Vvqph6aoxUOVqGIiuwpvZWmUEl7hNsIUlk7TBOlNBPBNUrf/c1pei3snoJgO1daOjrI1F29owG55nw+SxM1fpKLWp3UizVFMWEACuJ++nKpc3geqYKsdPBghFkIFDtePAkigvUMKttsh1BZsGql8W9+K5dSuVyMJedkKREYy9IFj4YndB5J8EsqX3RYBRRP8fjX4qxiMbA88cVvbbKF2QdVtkAvi9gHjRB+UrYMuhW6WjWV6/8M2NcpKyeLdQLdU2dGfZdpJEVnWhJ1cj8WBnsynBUeWNnVGLzq6zaUDJVLCEKS6euV9euutdFOwrzZJ4MM+Iddn98ybyD+H4OGMxF1VxAyN2TDBTPJ45njmOfEO7y+rDnpyGaOxGSK68+Wz9dB4PRpWMxEcByo0X7DI3Og48k1DzpfVL+kXXrveCa+RqePGsgW5Nx/CsVkcB8MtXUQbjmaPKNwAqQWhW6bUtw2sXlm05m+omykz3lTOjVUeJgJagHHZvQwBQYS56+EpWBSgpAbmsETQiEHnxldlcNAF7Ol7fabXdDZk4jiIUgchHRkxEJbh5JXYeo7qg7RYHXwzy3fcBkR+4j+gvlZPutH7RsduWLZ7BmJzqvttS1rNrKsV42K7RmVobFuyyrTOAkahe25QmskeXYBRe+YbisMs3wX8L8vohwHTxXJZ1r6BcthYmx93IsoVHeq/WIlE7xuOZQN8tbDrJGIxpfwmH694XFhO6gK4MpawPPPGsAzuPclQjMd5wS8eSEsYxMZRCtUT3cPr/aGRdPOvJNFxUk+VFFaAlni0Ex9K3wnk8LNFRgHCAEAmBhF0mRvnXzkDJWeCdQst9I+5FYF9CNgqETqkcRmlhZL2XosAeo0TzxoRnF5ZkU/ilAG15mKnagXXZxRdPsS0ZsbwILJhz1cqLEJhPPiYBvSxNPUa18O7GyyOP4w2XRc7UUD3931ugeirl9Ot5W68GKMXRPYokMJRCR2knKTUTMMS/y+660gJVkSncSob0Cnn3LDaivHZhYsNgUFIOYbqITy8QhimKVXLLlrHwwWCIfRVK4cVsnlsqgLZ55H9qnCqXIqaOyT5XSM9iQIlHcPjWbanTTqKUz7oewC1UrdbCuzNd3daz+5q8GcMH3nnl4Kky6x/QcyJo+xXYYBKul8VTRH0vaGTElJYOOm/LygreNNnUzJYAIDR5iWeSB0Tu7aaB5xb61TmZAfHj5e5v/EfjlAj78NE9rpKrukoHS4JKodS8W6hgKx4V2EeLSUQO4liWicXZxSAMLxyq3sJYNpRSyhCaqB5R64WnsvF9E4kIvj63jJpqJQOoixdEvmHKFmhrxFWL6aAkVDOAVqHEKHyi85Li8SM1UG7oLaCM+7Ye8QkM7QWR55qKyN1Wn5WTSUoiqglLZV9BVTQzlNEijYupc7E1asHJtevYAkIKlNzL7d/IscSrGdQA3sgAruwZyoCS0uoocVR1RVQueF5DQBUTazf/O3aits7mMUoHyxLPlnJR3SRAy7ICWuKJUdyyzoDNCOKhsXUpyMVysDZCmGH955dwDhSRUUaahoIA47ncQnUsSyNlFw6gunhuQcWzYO6BJuySwQxI3pNQst5ug01F3pjimTAFdtnKHiioScII9Q+4qgsLAOUMA30+ddWEfioZwbaiwnBRLUdqt0LLNQCeh8GlbynbTsKwVa2sj5TfBxttleSXcLYivns4ymLL8awbu2QS1tmSRMSIgyqJ5lfWWJYhhfMVkLvz8v1t/XQMpkArlC08r6vQ7ivGDGAC4nhBHE2erXRkqU3WTwj7qPOAXXpiMsN/rl3GCVVxGgmXMWUFk9ekfAwQwIDP4v++4LEjqtbo+/6hy5vwRkYcYomOaLgeX8KQXSjVsqyDKmppTEuLkt4C8vBnF75+diA73Bvl6g7o8QB4thLinYMAJSvUN4BNJPE1AI/HE8NgiHppcXbtUsvSGiIvuQbJ0WKMnbJWuaLgo6urD9h7HS6WlTVRgHXLxHyAn1Af8SrDtN4HaNtaQwOgMaWUF7+qfYuuxVs1icGvypvIKN5wQwUGPN6tz/l4blE9mZUaKEmsRzBPR3fFx7P4foYpBXaZi+CZTH0PrLFsr8knCI0RMkDeRdAyA9zLrW7yg0ikWgvQnNCPEUuexCpbtsIYgdfYfgnH6OQt2OvDe/0kygFyKdBypMZ0g1cibwJ/tizu7UCJwbTE8sarnCqJ0iKhoCoa/QO7BMMU5RiyDkxLFmzOW6+sMJuyMvKxYr56t9544bn04DWBPb6oDqLBqwqeRZNsrJWIoLgBVlkEF/xyjGkLVVFVNuvShWFrfPLNjd2GW6X3VdXL5b2FRiZqV3UU0U1oLEr9EmZcSt/pMBD5V2E0oZfbjZfX/zAg8pdGioujk+c9TM0wpXtiq+YBoNzbJfFDbN+tH6kpPCjxFglMeV36NQYLcTSJ8VIDTAPdSNCtA+W/E+ojXldwqiTdcgmxvLoTYNMMYQbTBuwyYTElFGEKqqIfAPS6DIIZcTyXPlhnO7u8sreAvusox+AlqvuTLSld1hYX8xk2C55ks+CZS9kS7AOUGAzXE7onMnck9RPRbb2yyf1WCo52WQmApjBso6B6ICDYyzhWSIiokHhxbh1PcgnTX/2+P4KuahkWdxmMJYGGefdStmwZZXS+vmsAv0dMZBP3429utOKhJichHV1FOfoxPNe4GAUEFoy8t6gwvGz18zHaCEXMbf2BoMeAEgWDyJUmt2CX5TwsBftSrqzZsdRXxINgZQQDrF1US6WwFc0w5bv1JSvsvmehSlC1GMnLG7klyrH0aikbDGI2HqYUXItKqg0Gl/REH3ZpovjKrCej2jVJgJatQm4BwjNXqaE6M7BosizmD1/Fex2IJYR+WW/HMADVwvyXxb1aO0aik09y0blhipdwb8copabgciQjiwzgMQkA9hUuV0bFyv8W9CZK5dYOtIRoHc+QqEGcFS3LiOO59VIjXw8ww7T6oKRVzm/rW30fhsItPLeJHUQ+moSRLbjE8DAQAFX3SNAuKqX8bHgiWVbpsCbHDya5dvE8o8iHMaawh4mLGO4Thd98t6lKcGJk5kH1TwEuMd4ozlgbHVTEhx/CUcbQV9KyfndD8WngqQ97YA70WwVvZBwTDFOQUSDyq9rPrMn6P5XRxeusWMIQiLRqXudYNoxPdEBL6GXJLQGG9W2AkjW2ixc00oufgaGTM83SwviWlWSGUPZNwC5DVs5N7MIZbvD6loThQuRTR0MxFgeyiYLCeC53c188MR7sWdCYe8v6rSM0seWyxVc3XuU8Jaysc0shoQGguvFiIwiA1/R1aCkIWDkPj7d1kygpPMDWbY0g8ovPrlYrdE10FKas53YJEtUSz6cunjAIVhug7UX5hkeM9ACv0LKOMXelvPH6KhDkI5GS2wJGsqBtrllKGVNPb2HQFqHIQSj90tG8NMIuleDWgrgyGHwyzNYy3ZXOsI0LmgQfXagN5YA+0uei6vpJIHLVxfx362G7qoWjS4rKc4VpMPeN2sgoZOFJh91uCWiXcjEcI4RNz66RBWMSVkm5t0oTXdFbb/jSqBW5qjmhx14xZp4S2U7CamGrBPMkiVT/H41G7oyiuugwJWArtsRSHMGBxHznslQYJT4XgcjfaJ4plO/WY3I3Y4pKgeulHZ7bdp7Wd4r50K7EM7GVQpVDc1vBA2RLuevhfzQm1pg8wETwPWUkiGeOKg+lDtxbkWSMUGqD5bJehHXaGy+I+sFUHo/hvdFIucW8jFKci5jUFSy0wzPHMylj1fdeYUzfrUfl+GYApYCqpXIva1jsAn3rZXw3JIRgabFSSvHS7maZqbzCS0BCOXy3/jfiE2uQFMuWRrAJlqSkfxJYtltxm6TslmpeUFHywDPfFPJ369FhDHcaoK2xY4Anei5jkpjqJAPkLohvLHILaFYodYlfk2iX7QBtnHHfeB1QSiKOnl8HM4wClHzCzWXxzH+W5Y1XqWmsQ9OQC3H7EnoZCqiYyJaapXgioohGeUWiehQsBRLEE6aGaSketnUPPoRTqsF2vYgSBFUSCmgedLu6tGPx66kPEr+qFs/DmmrJIzG95KpoARsM2lEV1+Vnn63fhvAzmQrsNYuJqoVsjxsWtIhS9l4JbFPm5F6GXqUdq5kZEmVUxUvfeCnr/0pg2XrMSPBgBt86kJ06JmNwHS/OlsQIVP/J+eLFGO/CymYYL5gAEseRGsMwvC4x/SDwgmt8kyJjvhqDr11+nje+SeDPFs+jjHj/45lAU1pAa8H1VooBSaXsGjtU+Vbk+qY2rXNx9CEcLpYwFXhS0N3AMF51GbNKlS6gva0UNnCpdmNUl4eBHQn0T1krr7NI1BA/JeVtPfRS5WqUMHLky0B1HuAJ8EQIYrlUaqX4cSg61w9ccsqG/I1vZENX8GfLmBVcKigKxNJYtDMojKGctYyXB6si7B7ILT4Jc+PFk+QViG4eeOallKqXUnguL3uMeIBRGDxoq2At5v0wB/oGz63wmxuwymWd6SZgX3yR7e3WxQ/AvpxvFpgcOyVSVriLSgHPrtJBtUvLkUB2pawy2iJ5ZTQuChzCSjCWBM86CGkqoC3DWMHHxjIWTEmU77zEb1KlMgjQ2hnHl/E4uw4MSgqqHLrFsNC6ZLECW68KIIwZhinG9yCU+Bt9RcwtRtZYkuSlEdmeRAdoYaGC6UJsmWj0vfgBNy+2gT9bTJ5HiWZbSWBbtB/CKWVNKHArAko+F2fYseANw3M5CiwiqFqhLChpYSVS1UsRZbe63L+Ek8syuOWGGEZupmx96frU6z0R7zS9F2jJCXe5bsRBO591zJAMUB9PZZfPI9GEfrwgwFq/CLPCoBM1YYlBhWSKR/J4bfBghlU6nnn5Isfgth6UI7uCIzh4rYiHvVHGM7m3CJ7qXnkaCDQTLyXS1r1XYr2By6/MtkYKPBogNDoQT0QU5pMBRgESRwX4veABEnCCX2/rGR86tnivA8qnvtMo9VtTBrSUML7S2dQS2dCaYYq41v1n67eiF8RzacIAQAA8/yk6qmWCTAKUG32vw5SyyF7lGK2UUcaS4MlF8ADNbHfkf8f2OtwysFywFd+KvASBMdyNJVGZsvumYCwYjCegLG4s72LcyzwULCn4/FMSEM/ttng9ixftRzYyIgwzAdoqlztXsGQk0yrtuN7SvftB1+NN5F+ZVXYH1geUVlBpch3ZUgkm3TZKl1yzpB+4v8EwAFTPP59q7GCXCo/ncu2iqo8sDiig17NQFs9l4nXRwwd1p2NsSYg3lVBNYfDiJwjzwDMPlUF3FZjv83IGU4eoj5SVZj4JqnsMVDskmQ3iEHg6e3nHsjt6ZfTdnM6wrQVq3VtuGV90gp7CGAgAKq/SXbXQiVzPeihbwhIWY0qKD/lu/ebHSThHW2cY5pdp6KQFK7uthecWFlba+TAzMABUKYc5cwxZxuiu88ULTxiCSXzXs7y+UT4zVQN4fUxeSEqF1uI4YJetUTsDBAx0ejDGf8SrtWbNcoxRGF88c4gWUw4E86nUDB7vvba8tfbuCf2lewn76rdKuIV490LsilbhIBArT91zfIkE5RB7Zt1usE0WFQVPrhqJfS8NUJX7I16j8Hj82bYDtL5YtiUdFSzXXJUhdDaMmo1zLAl0pZyn1LyeChcJGp1SzSBVK8fj/bv1GE5cIhMFVMvcqNUvZaF3MZ7Lkp4DlLuZQYm3UcLy4sjC/1aJ56pKCVCsA7sDWCiy4ZkFShKdpPh7Abts60lXAcz7qSAWqpdt5Wvm8cRLnI0+pni2U6Z46itYMgzsMtfxSLw4qz1GyUJgtm9uJAMoOzxFWqlypFIBdFbjdM8nsBw/GiMM0Lb19TNgSVDtzNJ6M1KT+Bh9PLVVY5aijOroACUMYteVU6Ha+Xh2SwvVLUdSmNK91FGDMYynUgOUUptgifeB/LYepMiVEpAEvrgEHCgYCp4Jqta9hNgPrb4B+AAlL9VKwXa5FstJ1HsSpY5qGbChKB10sNA0nCfXx2vf1rTEcPJ+jNEAx8rJfzTiz3Zqh2VrxigBoGWrk0QIZndVTERMkg8zonwb0MuttYU6u7yC1/TdPGCvY5ic8AwzxFBzxAJtyy6exQ2P5798DAQDQCdMhBhvGyO88YJdeiSbGrrSVCJGnCcppVSdi6xW1ssWhJfxxbNoAKpSci89PCPbIgNWl48/Wx9Og+D4eeWb/n4So4wnTG1Z8N4aazPDVlRe3wbm06Kac43ypTFxMZqq6BXW7UhHYUYzKGIpAtv9KtoxWtZ7F6UGscRz6X+rRNVLqeMAJVPZe5KSBb1E9UJl8FvdtJIIYSUe7xRYqpXlYqm2VtqvzJZGlzgQ1+mj3rzWZMu5ksuOWgews8CSgCpmeT33CWxxcyzrPM/ma1hljG68SnE29TMcdNERNwAjlSzETvMtU0F1ULzCDVuTjcsUxjMYNJuaimEXAcq6ovxU9rMLlOThKZtyov8VRsEMl1tG4d7iWecWggOZjzTFg4pY6rm+EuGWv3jljhteEUeCU/cDHcxfOA2euwxuAb8RxkW1oLtGbeP6z9a37srODHDLGoyXmhJBxbKVxybCjsr3jWlLR/e4QLAzIwXg5cEHCBNk2YIeKTfNiaoFyqH3eSJiApQkeDXMpbuovFBtFUzNgCfGDMZR/h3bLM9ctsi5bF1yQfttza/qiLByqWms8fzHmrxENc9WZKJX5i7LshSPsYXSLAGKu39lFgJ3HKBkxPrKa1rBny30BY7tNk22aN1XOwNTM6Bq5ZFQPGbrhp8gTAKUtO5n+qPK2mrdFcATj2VHSBCgBCObp4RtFq3OSilZ06+dtdYjqRKcK7xkgZL3vkrqEwu8O1HRPWSQXSJrYju7Nv1RHLDYrpwE9HRTeTsYRAvV0uj4FqqiD+hc6SgYjvYVnoAySWKFbd/cYAyexdYCFQwkZaaCLpYtdlEwb1HCULHwbLHCRV1Ql/VVpUzKAbZWOYAZW1VQFX38YP5z35WYtXLfBrIzct1y/TqabeOWCshOzXIwz21jm4pNQxHoB6gqXnzr/sZXZkcxUmvB7SR4Ji1+44YDQHSn4sboANASDxQ8Rf3O0spSCtNhMHlmbfOcOSqWmQREKeleP2mZUKwDNfzZllxQjmf9wHGN9m9Bd85GqPLRPAmYXbbKVsRkBlBSTpULepcWA1FUXTy7KvcjbS7GogyIvYfgQzit8oio1EBJglEJqt27Vba8tQYBuKjyS2NYc6sbTdAMoK0JBiTEUPzKzi6phdMrOJ45RD2RakPpeFnoVwhUsFZ5pZesNsoBDGytlBTY3Lt46zVpP5/qh1GVtYVAQXGNDsv6kTA5NKW490K1h6eBeMgSlnDZAvpCXBbzqdr/aFSC3iWhQ+QHgU8FoS8ySSXRv4R+yD0GKzqC/CD4l3BwdG2ZToJquy5HdrAs1fIWZhgvyN12AFTJlq8ivFSymzKe/7bWRmTZxHQN/ktjwkpgUx0QixVgL+PKPZxktWApFry3pX4pwlylxqZmHtbnIjqM0SyXScu9W/9JgLbcDUXeYCDyRBZLzpogmDIa+SZj4LksWa1azsoBd5x9IxvCBZQo7kjWWKDqeoU2EF+PEiNmjdwTi1x/U1ZGEGCul/o38vilMQkvm1RUyyAZg4kCJgc36XqMAkx9cdRNXBK8cuS/BSW+SrClQy8TCutDHERTbDVNsCCzjA5ocgWGeAjGhdVg9zBoa4wMwIR/S6LUZADD0O06s2xnwJKgKnJLTcKypQ4qpBrAsHgqRpaCZqStqMZmNfbimaex0d19l3cqu4oCvcT8qqHyxPog8Ge7+WJpcR1LJU/aMY4DtEQn+9LxCv6HQW8sQEnZzXXCFhdHCtCtXw1lV9YVWGGgr2he6sYwfYNx9/hnvMxIqA4Q443C1BfPHdUqg3JFAS1hH1Qe3vdYkIvGApQoKSNiZMvbejwxxxY5HpSDjqPCtHawS4U3aq3CRdPimbAOnlvGl2prhdXKebaEuUrE65cR/pgEnksTBlO2vCb0dQndIcgHYBfPgu5iSfAsQhSv6rG0ptBjcL6Jl3OyL88wjfEr43tLo8bisF2v1rYUvhwDS4KqewOu6uCVFmoAM4mql+6MxDMJxyi5CrDCzHsSrSlenw9tKIXS2ut4vDHacqNTtkJfL9uKeGsET5BLgFnKuGxx/H6qipKIDKBMVV2J4LWUt0ikQElLTyrG6F4mrI0LklpbraAimr8FlZqwy+t5iNtIMCsYz+VLo9zdI7mL4BJ3b0GtUrbEK/dtjHIermyzlda5Dobv1mNJzGxhQCcrBt0SYnnRvlX62wCbIA+ZDMxjqCFLXxU3Mhxs65bKPF7ZaoPB+9m1IVp1BcAEMzVVmIR4jFSO6M4GUEUJKp1pfQOUA+DFwV0BHqO+798GggG8O2i54Y3F3VIWLJ4vzwJ/toh3y7rlMfxyGrcX7KggvNoyceNe8ReymWis22ARYx3qbPW8BSFVwpii6GEcE3MR2GVIzFlrqHe8zmY4KF7ZAboxBmZ0vPgU5rk8RimLoHtvt0SxSq4HcxeUQ7ystMrqLYlkjANkrmCUUe1nv2S6t1DEEobM1AC4VeKZpcIYbfOUyNDIu1z32bXiQunQOIepPFTAux3kWbBP4A2mKJ7rZd8E6B932ciPEY50dluvwKEIw0oi9BICEw6T0BOdHIxPX55DDMNA+VZZ/7ERFlg7Er74X7qMAAkyESkxEF0EmDAMC7RlAKgycrnFMVdT3c8Di1fyWyWXOEBXdbDWrsGrLgO4pWAQFiagD1Ooo4bxgmUFz3z7x6abCJaWGpJ1Sk0GsGYSye8svbRgwaQODYBIEB9HrqM6lEq/nOGq6GvXjMQK5b8SqWR5MKar2QyA59zwa/FxW+/9juO3Fd7oY3KRuqo9CIKtGFxy36LKzTyqbpCcGOvQUWmWcfxuvR/mvdpFDwTP4gpDd/iUfokxxFYzRKLC8JJFYMcuBbF0mV4WS3FVhwaUZxcjjbiZx3Q3GCq1UiHRbB19PbFAJ8VqeALMAKXOy/Du6B5+2N0i/FvQm/hEEM8EdHy5EgqulU2tlQq9DB20BGGMFygH1UtlBVbIcoBypDXCtyS8BZ5J4nuJh7BpliwjDrvHIPZwCWAj6K0ClxhUS6aw1FYsWTyMkmW1BNnGyo2+MouquFbUNAgwRrkdJuT+akBsr+fxvsTegN69a64qWxdU2Vrblu3WrbE2k6yt8LZ+M0WHH0WixgDoZQsedVuWoZctdM9HBhhKGyUXVRfVJXWtby10g5UXLzxzQ+eWAsN2c31fNzpMMSJnrbarKHjBVcQDNSYeiKyUg9v6EgDbDUXyGUrT0QwQ+WgS7pYztPolAGJ7d9kCSwuEhB7PtNR4Klbw8df9leBXdNASVRfdcx9iv13dsWBTtmajdRJU/8rgrvfdZlDWm74x3ejKWgXb/cT52QW7vOjReoUSsHax5N437152vJEs9GAgGLrDGZqWM2yyW8LbqXXJgqjnp9ebYaABrVHu68eAPkVbr+MZ8kB3aRtRWjB0F+IKvm7D+OSXcNgRtGwxphiOESLx4jTLwSOF3OVA9jcoyF5upt/cGM2wwVo8AzwFtAR1D0wVgO1CTQTbi4bHknjk9XzsZrBkDJ6h1VThv+5fOpZ2CLpG1rdU3BR0mnjOAMJsLF9kOp7zl8OUdi2+dLnIjkdSFuwFOpm5rtSM5nX2u/UKqTxGFK9ziR3qBU20eEyWXgF/tqj2DEtB5Jsa10EABm9E1hmFUuZfk9gwqOilGou0kxgihsfOq3mMFxmBW0cFNgBDaWVLEWR4LMhty8XSbvS1s78f6IrQsANlhcS75w5ombsrzW+JoeCKTCjJfzSWOugAo4BOVoyaRA0ALeUBebRc0BL6biaZBM8EzwoIuW5LU4MEJWuLi1vw37EVazMqZzCsUShWWYfdGjDLKt8ViSWBdkG1SzcWc7e6SXiJ5xZdkQdmWeVruGv97d+CjOsxBnErdwyJYaDKEV87psMoPGiJqoVnt2wdh+e2H5MIlUPKBi5ZRqrFb8plqw3mlhgF2+rJDJiMqnzDMSAAWxHV8tJzlvNMvzLLIq1FWdwEIebfkJgchc0ixHsp1vSOx76grVID5aUdsyBao6IXmb40lmqlsqrDUkouhrtiBSdENQyqZ7EKbm3WxuWimfHM16UfsjRFNcOWb8q+e9ldccfBt84Qi/MkNxdVd2SHbrdvGCWeiJRgJXJVgqay6bQBrVyOej2RSZipjAjoQUXXLq+o5kiixSOzyH3R4VWL67kp+6LqMhj20Hq1bcs620il1CW6ynqL7eKFeA9MB+NI8LkmuhPDS+VGCRc6SXQ8GLHgSoGdCk+kckys1656aVQWBtB6jeJD/eMZDiLxwqcjofL9UD+coRxAvTSCS58OoPJEgbdGkxMexo9R1hFgLnHoGbP+U+KgB85Ehl2k3A4zqpcT3pXR34LYAqJ+FqEOqoSLLRhVvZyB6yB8SWzreM7jh1EUztWQPM9Kvyzy6qQY/PglHG5PA0Q8EGEuiyjZxC7EIABDPFhm4blFVb/0rlOC2xiGAtoqTGnn60rk5aefE7vNVC2NFCjJ51EUM4+hGJYCcDGZ5wAQsmCvjLzkxNthAR/ceCEDlPnGaqV8KCKWxIgf+/4dNSWYGCWY99G6vP/mBjKjEQtVflO2pMzxzJPxGAZKwthmuOgRvZxnA2xbkCnPwIKg/abGYICSNWeXoScBynMdVA+zFGcYqn2Lah628y4qZxjrM54dy6kgci5ylEgFvuiheRclssbg2gX9GFqi14ReljqtY2nNuddR3XUM1oHYKlk8k9LU6IMwmDxblHtJX3USJPRn60NxXl7xkCw7asEaTdVYM2e13RUDqvxe4JlAn/ZqEmiRTR/VabBevJgVBitP6QkgseBJQInHmwE8BdWBYHxiN5rnWIFFStkQVnbzvwWVLQXzA7SC7TConi94JivgeJ43dR7mopG4ziwsxQ1TWnNdiV9awWxLcFk8+OZGqZbHiF6CIS7OawvPrpEqt34GCCNlp6zxzPEsblx23BJmmRmMUTleWynjk99ZSg/JVxatlAe09BsWGqG7SoISNlJ2ZoyyxUUzmx9sgxlwOcn1V77U+BuarSxEfqYWxlSkxcMuL/tiied2XaqKkjVTMWutqN8qMeLc9eANyWBQkrC8ixdMuiVMTYJKENXhnjq+h32iUCJb+sFLI3TOdtD4kVGrgOxeJJFaBVXLsBgAfZGBoKwV0KPzmkwv5zT1UseoXYIS/s5S2B0F/mzxrCgvbw1xdm0ViB2LYJduFtz1FTxb24RsDZoWerBLgM0MKsquGYOnuiO9dik+bDeXNfq5dYlU9Ks6HqFRKbLpeFmvyfps56XuYklnpM99sOYd+cUrnKpUUJoboIWFau9jZAFatnSmJPgSBkq24sqFPj8vAViJjPeztV87U3UVpXWOfwlrWW1lajTCT8UTKU5CU2RPhFbHxMtfwpk6Knyrg2e+uqOr5y7HgefBQjUMqsHwnF/hV0ppvVV4JDWk0TxzX2P7S+OK9NYtTAFavAKXRIgts+6uGoBbm6wBcJ1dVHEVx7O+5WtSqq0u5WyoMLk4e6nkJ07erU+MV2SOn0ap7O1gl1NH6NZWBC0RHHhQwq1Sv8zZNAmj3EqVH5O4ujFa2Q2p1HKdM0oOZiR0KzTKiwfRikNcpBh8YxC0vMjWOvg1iU1hSiwppQiCR2foB5gPI7HDn60Ct3XQNnFMokQaOipM+NKYe6kBQEuFzAcw9RKZiORGqHYpKiOGrctyMDzPGVTF1oL1DYwnMeP5uPHTd+tH+qHUh46mAvHCAQIzsVS4nlyIpByDNXm2MpjOk6il1zemSaB6CPIrs4kZnvtxa13xuAmMMdDJNdlZRnmVgmiVXOh9cj2loAGX8EX1L1EokWEkRJ5H3dZvlNaXMZ6VRKKJ+IlwAGhZuZqvhEYh7KKTAfpytgE4P4ibtX5zA4TBc3kcLRfxaXzRjlIWralR20YyUi99E1g4yciRdd4oK6k3n0+FyBVYYWCXShw0gNE33SRASQm4t1uiFBhfWiiKwl8LhkW8lxoAz0TFJj49u0DJiJUTSyMQxlegi8qurKDaei8Qxoy6JUbWjFeK85ylmlL23RZZ3NYzZ+sikE7sDaskghKDP7M+CDwHW/MNtuUbgFuwe56NSmszhnIv1UAAv/zJzbv1LG4mhHie+BiBQ8FyhrJ4oHmsg2XLdV9RxZG1scPSQnCs29Ydx+/Wg7Yj36+CrXH6hPUwpkzxvnLZS18e6JYIxL1IWLlO/y+zEHUVCMCJryKi2m+ofJNJ2pFY0Ogb8FXtSVSTly5qHnZR3JK1unupVr+9rVfDlJV8GCOL+KRiX0PEBAC9t6En9GOw8lXlEMuSYmA+ELwIek10j/d685aE9z5TwJJM9Q8oB7544rmC7uTDM2Ek6LAxjMe49MGGwCtwGagetYkfwMGfGktAywrxiK/suSNE3rJyIgQGtMQz8fQNCXHJSHwVAE/3bSrY2VTcrK9+TSJ0xzNB1WpZB1ESW8fQV3V9vXVPpJLuy2BxxNdD9ennklXq4ElsZ8u7obUHXDQknnumnUEBQP+4yHabYJmXjuha4fISD/9e4vVxueP4mxvvo5Q1XtxCtU/wBDC31NnA0Mca4hAwiwEbHbqIJ6UULId/E0bfDGC48kM4ieLm/T5AUizru1M7TEQMEh2gtDbKeJ5VICRoCbEDt3+jOX0YnZ/W+jGJlo4laZUNwBO9gpJ9Y1dWthxVPRFHdg4nsqBtyS2leAyGlZVSrRyJ4+wdr9AL3QMfiRvHcgDYnWNaoW+r4AFlC5PlG5GS2EqZYhntBwg/DK8/cgdd7UudFdCC26kMGM8EVPEtow/d2sQVZhNhJCrYNX/sHMfvpyK40l4WoJZeGU8Aw1Dtrq3CLmzqiVe1LactMbxkZRVh18Ou6vEmoShl/fDsAiXXuxebVZBFvKwapiSGUt7FiygpxAPgWTH/LkKWAygKuyObU1ls4W/rlZRSU+Cy4lsG/xXXaIIqifJL31Yz14e9OJZSZat19ADzaxJex8uCktFUb8AtEd1+fuN4c6cKeCatSNniYjsGJq+mrQuexbOXRmjNFqy6rAZCsoiio7vIq3k+DG8BkW8VIwLacr0F3Nu2aBzVnAdfyC51WqO1C3sKKcqGQbVEpbDZldYlwE+Cbj+DZmOwD1DOdIhHVKohGwDVMifeW3l2KS10gFHkagrA9VAKk+eMd4HGeCIjldS1nBwMBgGuat+WsqNAJnJjDt7x8rBQxHDxQgSUtHhGJpWkdSZoFHirwHgur+e+Xf+pkTaXsusrV3d2lRRvnYtsGAMDeeFZby1CWGk6YrHpcYByruR2rDDlKlg5yU9xe2mEgOFZLJNyBpWX0QI8i+llBUvLUxRGdQ0Sdv9w11hDLEsKyM4o82wjMMf7vzSaGcq6EmyN2BRDNSwJlgrr8BJkiuoBcuUsWJO7ygXxtciLtHYbhin/ObsgcH6IpJtToAdIpBSRi3gmqFolMQwW4e0lDgk0JZ8H+lGr+iiU1OZefrYeBJ7q+5aZ571UaLf5sgVoyZWRFxdDhVGA8nsLjWQRLLkHG5HPPyaBKgdhYA+fmeSgxV5ewYO56/VLfD7Mb8QbZQQKd7e88YJYrkmZKwUj67kKoyh4UloLPClbHjpuiSpuE5ZLNca6LSdZ8TiavwVAABTxen7d389TCvqK0myNwhmUPuN5u4lssmWilm3kyJyLDvDSgostjAH1fzSWQmczGXoOfhnQZ087AwNaSitSDgCqMJhZ6xL6kbYjmS4jYZdrvXzHy+B5GYJNMBJDr1yZW6VRqGbACTKnh1KgJVfW+tY1gsrX18NfwvFjeG4yiVIuvdDBTHcEbgOUjIieBbtc66E7RJ64+JYC83804glI9HNkwj0IiBeLi05IdEetXW4VM89qylzQDt+4G9hblLMpFkcp1SIhXO4YvTKy0ZbwkqW2bui14ksFZQq7Q1DlLFhOMopb0xCnmkrkQIcpoOWB8n5bD3EI/1qAHLlSUjj3LKOAqj4VYbXr+Vg28XIGTlhfOfoZOBKMCVSs9bP1XjN0L1te+ZPA5JK9AUCtRAeTPfY+Eq97i6XeEks8COaDAXj3y+KtEYSvKhpBhQctvTK0OygxRp9Hoq8woC5XfH3T58SwSoWfyM8u6OU2zMEYeZQWEC/oK5gdQS0z1Y0EFblbzqNkS8FNvB3sejryGJvyJohnokbaimrCe6n+0qiIyu6rACVbF88cC7jkokKWmG0GP0kZOTKhcKvVR3YynIkYfJlfv/PKKL1Vy2ASnQ0De84lOnmwGigvxyiTS1zyIGBqAJAOw6bBU23dMu7b+mQAPJOQVYqUCmsrHAOi9TKMTm4RIlHlOH32oXvlY9mREWuaSD4m8SZgl78RrSNs/epeYA5m2Fq5zoE+G+FZNIJ4cYKVxOPb+k8oCgBaMhLPvYdnnf9dFcCIlxWQkWopKYaBYBBqIECp4OcpLUpT1imlTCt8tx526X2Zm9DxzKH3FShv8UohoZcVH1O8obdSiVeCuZa9cRz/e3aVEkp3BG4DXa6KyhHdPKClAZdEVNeOdhhlBHqweCbsoqSubr/9tfhxVC+NELkvvozW9Jd8W6M3psw1aq0RxFMMGnZVsFLkEifzKFai/xBO6Xtm9HuhXBBgzpQPFCDql7hAbYD3jtNA/LwwRtN3vEpThWzdGa/0lcjqAtG6nsfOI1nWUEDK7Ww8lRmAZdE9ZIgWhzLdBvA6oGSN8tq1IU3LO/qicTEABMS7zmCFB21bcaMwhbXieTdEQuetPuKlu3YpG65jSRRrFEYEIlcwTnJT7wX9kqZM7y6edG+nkDySFy9ZakKlXwoqzen3/b3jAT4R+SoQ5KbiKW0RFaakmFD0NWEjPFuqq0biiooNuX7EqwWfWRxTztyv4DTwRp/4ngFGxFBtZAqRQMB8HPxWCYKzPVfLYzMt1bgLAqgZQIkimhkYo0bCM1nxiouqeBEX1UMwsmWi8GH8UNTvLIWCmCBNkbuwY0DkTN+QmyzDoHd4GwxriVOLxPS9zkvNmz7+EA7E05UH4kpuoUTY/Uy5FTlzAW2VO6oTGtWSlY2jH4CDLThPAs8Ef/6NXhrZ1I/hu20oOqouKPED3CIGY3RCl1DtWySeFVTn8/UsMr0dg4lrC3R2IXg4HgCRhwFKRo4vpVp67v7XQg2A+b3IJ7HJ+v9oLImo6krBd0vBtq5kEZxLqLqstsJQSY1mM1OV4qUmSBnUKicp802tVC6lSiMVbz79rBzbATy+VVP60Ccz10FHp6Qrr9J9FNBLJTW1uFm5+JlFSUT5A5c8kJLgZclKQhFZEzrx9ekwJX2kiepCc9kHVc6wirACKqOyVU6YRwLGE3lw8TIuELmCGcwKHuFLGDQ31BzZcR3PMaCR1/zxXk9ZVMVWDfoKzkbMKmHbF7JBgNJIWYexuUB3Q4WWnmgmAUpGLCYqnVA/gRl3gwmRsDPwbb0Bt3a/EYgvXwgeO+ug2p9lcauvyQredHhbKm8WsMNzER1mdWflTQokWOLbOPvmRuulAC0xoSBbIuMqfEn3au1IZ2q/xMWn13lUy+KXcLwTsglawA0LkbksRB4qwC5bMOzSs6C7paxqGbVygLWoZksClJgvNXrZ1pS9SgtUdW9RUpRgG7CsqdqbwDOHaBkuxOmBJ8bgjXs7A8fxO17Qg4V0U2xFQpcbjOz0g8gNMlQLA0fPjjeO7Qxv9NdPP091WgwDSovQq+QaX4PZABCHVTliUVilWKRconJkzU2hFb+sbElEtSx1zsJ/L6gcKWxxEf+NFxrelsklDm7owktWvvOR/pmjqrQtQ9lgEM/idfl4ZUSmbjAJ/Vvir0op8XsLfT7B7ndQZeMmdVDLyJZjGLARwXMPmAh/qwR6N5rw3SmxHCB0PJ5kpYMqIXFUxITlTbEIQneTwbhV1rfi8WfrTSsPiLxEnjmClqEURO7BibJyuejoTNVYXCl43/fxI6U+/WwqSeurmLrjzxbLvoUG47k0iZ8E1dLrtxg8H4WajXMIALdWjKmwYMv6KbavjEbzZXcarRqWBETBs6W63rGEtcFG3mXrrqaJdYJZkZifOSUM9EjlG15KtKxDHzYjwjDMj1ziCLt86QvSLO02GCeszAAGbzA8K6CHpux8a4q8fZP3U3Pf43hvAUp+yXc1yumgxLgbZWgiqnOsBIPmUXZ5lAp8dpXDeJG2rhQQPFKzhMC0Ipc9giVeYVqjza5khZF7eRhsN3RPBjj7mESOR1VslfHMS6kD94sOMRb9i1qGuIpzwlIsC4KtRB7sIgAjIR6LcmHZ0iKJErZ9L+gSe6DVMYBWRNmBttNhUO18CGVeevF2thyjWG0rh8F2W3dD5/rdrT9bzxwvx0ivZsYyxFaWhzEipZd3Z4WLHjL0oyjtQEssy6uqlFKlEYubYZIIWfizNS+NoKR1RHyIjQi7o6pf3YR5scSYkbai0ix1/DIMdMm6xDIkjwQ7f4lPBvuJ8G9BXEdVzBUUYAMnsMsOFioopClCYHLHN5SRDjpMCzAUgw9v6yGWoC57mTG4otSMyFlAiLM+yBfiKl3Wj+dRUiAvA7v0dsOAHI341bV+ov0QDih5E60IaPuVEbJLfYnJXYy7gplhEi4sbDrSt3HyIRwToIRlQwsPg8UouzJXgHaSjYjgwncv2RRCpOVuFtzKY4pXrLuS/5rE1OIS+7YVwS88r7yg6nqWwjMLzy2CfRIC8BQswasUg5E9TI9RXfXp51C2hOFZ2RRyF0xe+0sXnso4KpeyrsC5whuXsI7A3XdXWIhcY/TNDVBSDgCqG6myrrolF1XCGDyXpd293MAgcTzxajwF2BwvEuQBSk1UGDOPEix1rueD5dhmYK/27GKFSw9TcvO6H8N7beIGvAJARUYmgSA3FMNVClzf8MbaR6nAOW85Bh/CWV2VXFlXeNC21Zxam5FMEVSHOHjhPKUya7JdqXbpnWam4gqbhoE45z81hspK9mAqhQmVDaZsbWMgNuV6UlFSJRLPPYxY80YqWZVcc5c81IdwWkeI/K4kkySYJEIdhmH4tPXiIJczZcPaxNGdTonI8TBtTL+Q/cZrU1BSsEuFX2XxPNatILqpII4jRJ502drArufDXLetTgkDLVHh/TBtTF8Zk8AzRyz+yQCwh9IAUO3hEqzobGQqKrYZeKTWt4W9wYwozS/hqCImxYOxVBgW7HKtH1tjya/uHAIlarYVtqkxsqyAhmmJKkJYiD/7bL3SRHd+QhQV0dslLjlx3U5Z7RhGFtkeLmE8Bk+lKslgJYbrSkT9LWglmgHKkVq8B7BCuQQ9Z3NfxMVEtrULAdskEDAlYvBrS5kaZQ+GbvkPEK5TcTGfqtUPWdDITQqLPgiJ7lhA5KVRaXFVIn4SnodHRaemkqt6LMy9qK6Sctpte/ZuvQGz3X8roJN7iarOCl62ZSkXpbAC2K5lJcEipRG6sWHV3NnFNqyiXEvLrwJH4jglGjpswuBjeul+PQ/Nhucoi2UYZOJy16fveBlTM9KGnCofiKB78RupTd3PQsmiAmxFxS2lSrBX8HaK63+rxDj6YY4Degx2xJKgqidLdgnxySQlEsEjSpae+5L1SahrlzJV9ZfRyia+EAnoaG71i5awr0SqCHvmqGjxDABN65ErpVVjQc6vpyzHT/1+S0KBjX5ZKY2mAUreB/Q5owYATbItGV92v4pS9lsvVntj2n9lNhRqA1btK5dVEEveglUF+krBsKt6mOgeNSqXDcbz8HigMb4No8mtn8qb23roRPni69PVa5atZIAWA7GE7TLyzpnIMygdZdpWfiNWF39bv7G8ZgKe1ttgIp55rozgNDiYR6lBAEweehnTSzzMViqZgfOX1y7YrkrOvJQIgvq2xRO2cSFeEFF5sSZPooohbLNTUnhioFuXntYsla8J9ZXZ1r30Ohjgqg5ZKQjaJtYeiaqlJlEWfgAPKAc4VssD3XMkNPX4+kM4bFwqMtizUOVngUwEYhiFTLoK6esQF47t31q/aLtZoGptFipYKgyIvAz16WdPx59tPlU7TCjlTSHyi3Y7qqKZxJi2yJzbKkA/SUFc0MPcEkaGU5kJ1+DPp4ZEU8/BeCaYnGNK5M08W1dh8N0JyVLvoxTkIp6JGQM6N6zr9HfrEWA8ABkxtGj1oS9ToP3M9a3I9UscgrNWGQrP87CUx5SaXpCjBLz/5gaCVgv2y2msLngmW/FerhUjeDAbxMH1Lkk3nASU5GMobjkMF2dnVyn6SbQ6EFeZT4xgAXhu8YSZRHVZZK0jOJZXpaCQfy1Aj7f8YhCuIqBbDEvqrdQBGBapWtBdxA9cSTHRS+F5IFCdQqAWFuu1WG7NDAaQV+56+LUz05pGK4U/WzwrDDNSvqtMfSXnll2I+oGmjwMu7HItmhZH/r0gPJfTSFhnykoK+hxDlzNrE2QWtxiZzKYGWLktslUGVbYWw3yUePW9oDxAy1atnCQRz2MkXoLxzr2kGyM/jDEq1QzswEghocV/8uJDOJ6jbKCvcSzYquXWLwN/tng+BFVfiQzeZDcwU8p5NjU8t1vdJzzJKEqdXBDffbY+8cX83Gs1L3uwWqIqmlZeb60TIp77CqKrWus/HuBlKOs7Dt7xUlKr4383MMHA4kFJbrRxW5d2JG+nvFjcgI1gAt6I/i+NuQ6owoMZekn08zByJFJWViKqJ74axscmOGqprqmX7uyYFNnCO27d5OxiQaMfAr4lehY+fQjI6Aeaef14gEQKS4J3Y3xz3+U9Wi6ECCj5jTFudwT7sQUrAJ5FZI9uxUAnpcWbKBW8bNl9/56Esig1QyMcvRrlyNIOT2tUB8tbcBfDqRJw6bIm0K/ro2HYC5O9cQX/S5dpgB4si3/lpXzLbllRdYVERmwnKUWg95gyMkiuw3ZDuxyG3/w/ZIOSl+F1yi7ounRVg+EJVrLcVSwm8hY0j7JQgkzBU9+z2mIpwsuy8hPfvjKawJKUdqMZICjIMKjGwDNBVWRBMwO3Erqv58pcR6Bs1Fp9DveV2XCOJED5mXjOhV6WIliSLcdCAQFaET/GNtJWVCKMVyO1EeIhch/5lxpHgT9bJQg78GiMEfiiA7EuVcsU1SQlrBQsMdAYTF4AGKmIxtHQPXj6WyVXdQi8xUFg2V6Uj0RUC1RJpEaardoUE+r/kmAC3jDJfzSOZEFF/Nr+ZFM8lysSFs8tRq5gdAOjKl5ExFPZENkFNHlZZ19UXsbIVxhwY45/xWvDeCR3c+WzrgEgO08u0Wp9jyNXxhCsiiOdUfwop+/WfzsEdPJLjrcmKF+TcqlEuHV3DWutGP3t38Zq5yln+zzYd4tP/pA9miHRP5hhRAFt1xYIWYJHjp8HKNlayIpMbx3zKC9eBzqolqUOuvuJqR2zjPsbX2Re3n1aT7qXPdmSYBbeHakfgPrmRkJvMaXjlDUNUHJVrzI8DIazMb5clpqlr3e/MaCiEiwxTEE1eWlnBiujfbeefdkUtN0wXh8VpqSEmm2w11QtxIOSFsBIiLxUQwALw4iE+vVtPSYSZ6wShl+4tHlBLL7sjueDWrfXk4Lq4bPs1i1nYICqKKKi/14oL35PAkve6oC2ozFaC863SmIaRumL53azKykHdjm+3W4j4flYtu6mr5CGopKfuF8aFaB0eRnfaqKbWdm1Yxgdw21lQ9aZTs59ox8KmrckQNuR8l1H9vKU10sAbFFRsBS3bekOu0NASzOVn21DmqnKirJgFugVHBUSz6WPG2O+7p/oKNkz+srF6+uDwkAk9xZU/CTYrhRPfPHcour+t2J1P/xsPShpnY51kAHyMVZT1dq6LYylLpq8xJjBQDNg0eRlEiHMIGG7G6x8T4K5rHlXtqLx9d0S31ZeWpQs6HqpX8KUUWjd0kH/vFE4z3GUUgcXr1JHYRLwQZSyyqudoQVsMFTFY1mmMPGuG2ssidcp6Zc+V1WAki0OPuLVeuXgdZvIQicH89zueO5VUGulcFF5cRHvutt4ZWDZKqnSDhWXNUuMoqiPeOVDqlCOW258W8dSMMHDPvGVxVafur+PNy4ll4uoWi23zFH+bj204lkYqZFLC8afbYnEknBeJqwAOgAKXE6yWrDjZWd4U0lmY0CpaYhcN+9JhMF25QD5SN7rZcAuFaVk4blULe6Wy01NDcZ10GnPeD9Ga2GQEHsD5cXryJfrCrkN1iJBS65wXmomI6lKaXpvy6S1Swb4vxwQ+bp886VGzzLuB+JKIVdmQYjTlYsXnUJGv+QqVjlYWTRTbS6bApZu6dWGgXmF9eza5jkTTMBshGwnt4LGQhUZw8MoIywUH8rajFGClZeXVd1wmByzVdyHcLZK4jcaxQMMHgGm7KI6e1ABtsrWWpPrSeFWO55Hbl1ljepBGXczz8tYdcyNl7LDs6tgoeaIHlqMNBmM5xbUurIi6ygvAyjBm0s5AM8wUjasUPPSfwtibqKmJvEALHloBLFENnliYZCgUXPBku6tFSwR8cqhO0SrVc7fkmhHUoBpPfEa6ePPdk3wxJSUMlnB6DAbUk1YDgBKSlmIAVA9ZJZiBTVtGyx++DGJuemVzQy7VBQFg8gVkjGg5JOAyEfEsosF1oJH3VW81GdK8W79wSgbbPPmZCp7g5VyOYAxKn39MHgCzDAMK6cqiRD70Ohz0Qcm4FGAluEv4XBdIVsMqh2I+aPGM0kUVsdyiWdyTTQ3yibOFLU0RqCkFeei4SrfVl/Vpy+NsBfNUEENUyLPugxG8IKUa4IeCIYD516r/mYaEjn3CqpbSpkor104un56fNlFtUTVOnCHbl36EspbzPfqRr+eIl6QWzzDhmTlUqS0UzA1jCKWcfYRL989i1YTdslFxJp4LsvkLPIZ1PLMNMQwEpS88WpeGVsPBuDPFlV9CpuOhOe/jYInklkGw0VWUHTQtpTlVlncumoewzqonMXBb5W86fpAp4AlQVX/JEDJJY6jmgELBQuXk+lgyLig7UW5576MHxF/8fJGb7ohEZUUbHfkDko8bCuCMAaJqssKOcA4GhHVxXMZcn0c/xIOByqi0URXVxbhJFws/62UdctSqJSxsJi4tkpxNWqblONtyhur9DKmHtZi0P0dO5HKA8u2bKkuwxJwgsQzx5KAABuLh8nnCTUVrMWH9dauDa/wv2fXsQ0CDx7F4CHyMEBGW45qZoZdVdfIXtW0XPFd9lV2Cpn4KiSqoqe0XfPSWNp58TZKOl7LGjXleInDZ5CoiMYdT2LpkmNAFYVBNaqJHMl4PB/vpnPw6WcGs2zp21LKOufMysPrhxaqC30etsSy4scoFbYBcjXoROE94Hr9y+IGAAKoPFTwXolgScGyVF48CcQRNFOZCZW+5zKMpXgS9lL0e1u6l7Ehz74XhGcxcf8K07JweolAVWRBiFNxw2zgZIw8QjwqME5fOPwAJfI/ZxcqnFL3rZeBSh96iyfmqh4C9LVp09nwqGDoHr6BIXBnihKHGEyNx9YHYYibO1+8mBuO4U1DkU1tZN2CNxieLVUvKehOIZWXLqsRnkvFYl9U026VzUuFapV1o6Nu6zE5W0r6KLydorSCqI5LSF91OGcvT/yNgMhzLisoHczt8O5vQV5ZFbEsMX8GcRHPHAHsErsL+pQAwZQF6DGaeSBMjfsmWypv0271UpN9TWsV5Prd/TuvjN/G1AjdTkB1RNalH8Aos5GimNZZJF6enk+ikI+zCxaamxk1xI8t9N2QpX5rigoGe0JA5GwKypWFcllnKKdSA/gJyzBIdBiuv/ytEnTnJLc+QZ5FKQjaKhZ0HUsCQWEjkC/ssVOyICkloqYaBWIW/y3oJrJCqZl7Kc2cPgpU+RuvUrDErHbGsewmLt7UW4Saxsg7ruD77FLIVRDPuhc3pnm3tSgBWBI863hi8NxRG/iqWkaTR0J8VfF11tn0V9iGN3UTzGVrHnKLN7+zlAeeyZkdaFtaeH1DLJURnBXG7iCM0Sc6I6kEaTDFfVfunVC8Gia3C8zyjq14UlddBpcjbcOAprqegDL8PMbUSyVE6FYywPbSiArmRzoIPHM89205w0jTs7gFq8B1LAmedRBRbdmd1co5N3CpphQYVi7begjLf6vEKBsinsqhxcYqu6oIUfdeZ2G4OJ3/kwHQ7XNvB1oaPIQg7I0XKCm90LmXmjlSUUAY0CPduKUUYyC6qC5QTClHMlNdz8lBxdKd8TytslMTbsXNqHRRmtdydnm6UWstzhQO7EYtUA6xNMret1U4i5GsAo9EQkoJOPydJW+Gj05Qn2xGbAHKmQsxG2hrwo+k6Hd3m6S0XsHsWOZhlJRWh8co6f4dr9bllwJiieA1qVRTMFbGs35RHeIosxeLKFMFK6eCUGC1TVbNw8tPAtkfsg29rWx1Iw57MUlm8C7cxakvguOL5zFdt0b2kwAlydIMYOqeMvoQDqpc6fuplIKRBW3v+vrPDMPiG1GJl/MoC2VkMJvjlpvZfL4Wk6UBbK0wzn4JxwR+/xkKypWp7yoMlm0rfhA5EbQ8Nj2O1hEiv37j51NBialvmFKKt+EALFIqGE3FgrjA3Tm0rCKWUmvFyJaaqFrJSB7gpTbAy/dTQctSRNUTzalabnQth6wVRFVkDNchlqUj6N9FCm14TKIwYkE/6vbsKrmJ6QFFwRQF8ythC2Nrg1ctCC6W7VmUCspuLWKpnJmWS6/WvjSWUpyYYZIxruH1rdUBDQmCcZdnKJcreANsdTzrStlM6BVAw6h/pfKWXM+knKqNVcF8Ibs0LZFbcQRWUVobyoEFA9gU3fmmipg/X0qjUKHkthTEZ+9l90mpfJWfrb+eD4yFksrVzZ23DEANU2JKZRAehGFuO6SpM2ybQUmVU0EYQWyTUHbTgH0/dXMxFtzyldKiVUjoGNa9YztDCYDFYHgilbIbDKd7MgSEmIse8pv3JNgRR9fo4/DieCagetnNLbiF7oljJvFj5LBWYYOBtozEM9+4xqL8j0ZUD1zlbLHVFezDQPUyAcLwVrFAjxQar5LrmWxFHo/rGx3EMkSeoQymey8lUsb6d+x2jM8DlJRGrTVeX/+hl7BFZimjUqfE3zqto9cJ7c4i0alfGRFfDdkDdteXiVLwANBs1/PAeCMGsJqJEolgq+hezSNZXMG8yCfglcKfT0UFMwBVgXhhCGOKT3RQtVC1DH7LS6JS2HzLAZiytdAdo3Y22O4lDhyeAEO/w79bD7s0RRM5HpQoETxzb2FkjcUbWOnIuZcaGbWYEmno3FIKq/6Hf8iGfqliTK6plmW+FWFnKMFKjeubfkkvWxCz+QoEcRuSKyxo6B7MsU21xehvQQeBaomqlRB56WHKWgGgzweFL13CKBVKWC7oKV6Ku8hYeC7v2M8uhYPd75s9hnvZxK3P/7ZhyvpVLTdZhbmemBKgWDwbS7H1pgaRq9lKcUM3si2rxfxE+2sSJtB5lS08AaP8EnuvbJWYMvDcqoRHSmZjuhFZHRWxFCnr3PWThBbQrS34D9ktpfVaE6WGZ97CUBV9lFw1QCg+td6KiB+4UWaR1trUE8dt6/VXzPS2HoEFqNKOdAy4YQqJpw5oPxiAmgRWZ/vHLdbcZih91YRmYG6VRS9ewko7Dv9LOEaNMSYJY2SnuiUAlCiM2uYzGNkEOfXKAe0k7702sLutzz1GFVRFbwdSAOkkjqDtpsCUcgDGsBGeicGwXSu71nm8UkFZGLsklOnPMv9i0Mi0jWM1EB16t4cDgLbX86gxeCMyy3htYO/CdQXzo3IwxeAhAJ5y9n4qSNa4HASCvKx8OAas/tQImpLX2T0ZA7RtiSUltLuROPpSI6olsgMN3fLiCpbjDRILBgLPamoqiPGMJs+mFMqkBCcW6PbDyzDXLujk+si9NN3svCmqJcM8y9uhe3kK9c/iWMoT8UxGLqBc0YuzC7926rSBZ47gNRLZtAzzLNUFDQaN31oJxhBhp7rEPimLJbec5NLFsrv5lhcvhS/zxFRVDqIUwfDkUTBebv82JOig8CSXIF4iKWHspfDlAByrr8JzHbpVFvPfKvHKrVfISqQuMQwmOwRPStnN52lbeB560PHFUBZi8paes8Jg8TsZ/RLOJZ7FoJmZmETCmiozvlRAMLyvwy43Iyy5cWdHJV6yWHwrsr4y4mEUFwtXfbYelKgB2mDZkjgywnfPvlYHdicfCL4MDB8+KHnp3gJuzP+eXaFxCGvxbR3PLddBIqWmKULroDItMWoY436ROEiwnLPVZ2IYoORNrCLv30/l5CxKOqoW7IHjigK31qBDr2ClTtnaklW8tGPNbTw1Vbllwa2i8iQ2LuafT506JgGRh0QEx2IrKhdUu+iyhyYMVEtWU/VPIpRFcKlU+Raja5fRNBbhMEYBgUXuBbpcMLIUAW2v6lhA1EsX1mHWplnaMaZUK5cbHgTwUWJ+isevjF7W+HrNsnLbQQC8FwhgwJuRR3pHY7oBzlzCUOJ45njxxFchzy5jdlV7irdeCs8EC5Lp7MVFI27GuGjmcoBtMJZFVW/HUwAOnkrBGIzhM9N4GZEy1M94KXdjfRzK64yL+NKDbk9i0byeskxEZc1LHvKiSmmEJ/iqlpywuCF6WNkq40ben0813Km4Vyh1oPfMJfbwyzB2CctwlTLEVeX9VGqABMZgZM+4JA5uvGAHK5Fera1sLU/hGYzIRiy50EssRYjHC0paXw41gxHZxis1UT2czYvzcrASk1y7woAYbHM3GFUp1ZK46cb07wRoiaq1wd4bvVFAJeiXW91duzyzXGJ+REcuCE64ch5eogIYTYaVRAS54rZqSsSIh0b5GFu9bN3Fsy814imyLdVgKjeUkHUPsI3kLVC9fkA/nBZwdQOsXVgLxuAJY4xX46WibDOUsDDe/FZJaQp92UnoIy8PTigGg0AhsfAUdIebW7kpI7GYroKlJpbtWfDvLCkvdjzwhU4MeLPeEq9WipTztHYli1ubZkksWRDKxo7nARXNVJtUufQYjtWofMMLgUgYoU7pWHKhdzLrKHdV94ItywMSeolBRp86IsinLhv3P2cXFsRGgD2o7TQKAHHkSvw2AzS9dGci9INi2c3aeDGgne193eujuhSyFOb67LUpv7nxejPDGRKZwsil1ITIuQiqQ9QVfsuTrZoQBC5hDACJbHOWIqb7k/hfk2jFIeqMWbce0woaVki5c9iLEmirpLwdqqJSm5qqMdABTOCIDgKfvVt/0PocjyMF747qOnDpIw56pjPrIgw7GpHSkUVUconhNxFQEYKouGW01y7TMkgsCY6e5tvSTOLFE+urO7hGBDoJwxCPNd9Q3nvdOsVt/YGQr+SCZY7snIN4nQNtFR4avAWIwvOUy62Iqri5GB0VSh9iZuN7bHdtp1dmoaRaopHymFBN6a/bVbCUBR0Rg2S8mQR6hlIEwTAsy+IbXdVLLs/gfdmFv3a2GfF45WCjYHEPzjGoimfi3NrEE/0SDKHAGGMU0sNQFjm4BBx8tn7d/l6wPmz3pRGWJd69wK2CjGF9HJleweEwgjzeNgPEA9zwPvKzy0i1LiMWdNe0GLmBQxYrtEjVHVnn4n8n8MXT2X22/kAXFQX29dtYl7DS4poMzL6glhlM6be+YXidewZ0NyvQ+23dvpxHwX6W/me8WHnq5fGqiwCTu99bUHdDXsuBw3NpXK5KeW1tAzCewRusxCuXllgOxtZqWarxYDj6X7qUldJR1UsYquLmyIkaKQ+2bvFqeTYGaIwDzTPrTQEf6dzBZ5fRhwBgssyNfjvwzLHsXtCuXvOVopalRUJX1qxfOpo6i4PEDXebxxRvEf6I1zQUy6uBkhGdkS2eAZ6CYDde+oG08yjTUX2EwYun7Rnx8W49giGwJAwDJaUCnphtWdIhxjM5nmA8W6URY1i/HKAcr5zNd3kkjhZQ4tFdao0st8IZ1vdTS1Ml2yJZs8QrEYhlgleYKZJ97y1EkcVVkTEQj3oDs9emz3bM9V2F2cZTgT/b9y+NORFLwhTYq8q1zFwuc/cWgKr4RjwU4RmYiODCm0diN9LZ4pMPEPoZfDfHnIlgfnBBxVIEtFUztKbsWzqaAdalITLYayoRD7gxybULzxy22ypMA5R4cAk7GwD61PLizFK51zmoK3AJM2Do51rogs8//Hx7lzMlGIhjA/toWbDVKZdb8JAm7vFyylQ5gSWAFrn5qgFQHY612L7jBTocZsKyOMUoC0PE/JjCHrWtC30x2oqgFrSIma2cBLp72QmVKappSy+joIrIflm8tbi7xstHq6zGMI6tLwuWFoZ4DPAYVIAWn8NKfS8bxkYpz67Q/c0wU/GpIC+NI54PGbQH8ESC8nI5GhK03HIeqbRYJ8ETiU6KBRlfYkCVS1y7GFx6Xc/cWJTgUYzw7GjoXhl0XN4H6+CZe4CqKMCWeOKNafXb+FF4nF2JrgJgSbAkZd1ItQNc9ngYC8x3HCurrgIbBQhZP0ZbL118kjsaQOm7fjHoQLOFwW4ZM4qNyImimCJoq3RKO0Nn/JpsxdJ6M2Lf0nT9x15sxwoGUILv+Oo9CZ5hys1FkF0GvZ2nlN2pS45XSMSAsP6GpQCmGJ5dqHT8MNyFbuWyG6AEKwWIbZlc1VMegoJu5/BIJasMRhqWMiqlzACtHWz3J5KzK9EZBezyTNCIJHZt0egb34SFyfKqzpCRfshKAiS1ye5nFxNCXTZAcNRBCctyEZQo2RJjRiphIT6RKutTfdhlaK26Hm8wqAYrv++v6LkddCsXGSmMYPd2XV5UZE08YcoUhGEjxdoqpRGqHOTLdGNhACZ8N/wQzuY+mgEB5hh5EKiW0ACvkEySYBiP04cJSkK8YSVSjDHv1is6nsvEkZHQl44woJfK9Ew5rJQ6Cga79Jpti5PruU9YpKwYLx83cfqWBCg/nsHoHGsaYq4JyvHF9eSMyJNcz+TSytN66x6K4E93/IYXSLc0ht4RZZ1Zyn1U961RlDp4JrBPuURBwUbRznBvN6SimJG4taqVN15mvNw3UcgjlFIwPBNURe8StqCfJhBLiH+5HQuuLVTIcryyWOaquC0//gShDXRdDwh1SnBOwTM/8DoOpoeCoMTA1u2lT7nQmokr/c3ZVQ6AqlUiE+LVvdwonbzOAGQ3ABcdo3LJUkZnw5c65Wwb5bKmTFf4ElmCS/r2rTMPvmg/eLwp5ng1Rus+0sczUVsjAtttA8Fr4gY+Nkq6JWxq+r9n15SWW6Jawl6SjCCCRwiR/0Z4fbw776GT40Al+FIfz3xd8rv1GJ4wo25IKStTX9guF/HcrgnoQFzPbpizMg+TjMr0S0zIAzCYuz5y8O99qVEVy7rCtzBo2VDwoiOLFzvcsFpMWUeHge0ahQRsIplEvVtvXJIBFMaMlMhOx1CwvLi1QMV7i2y/me3GxdN3BTNsm5DnVPOUGDOSEizVPn9LorQ+gMEuz3xRbWGP3fWE5V5JTHWQsTzg2BTdQWHl/bP1odklDsk2ihoI1RJCk623YllX+LAbxiciRrzUb01DAMMgroMgTKJ2ZV9qzIOtE010AK8zwnt3PM9wVLu6dQT9S0bajHgepmzFlVKKe51ygINYdcyHcJQLaGsstqLCJ75+Ek+EWJZc1lH0thjG59ykOFpOWz/Jdu1ChRxZe7u1PhUxUmV9FMyFvibg2cWza8RRFa/qAYJkty7rc52LatSSm0TJuovlx1PfB54uiT5j0AFGCope1jciRL2kKKO122KUeFv0vu8xTDGs+rP1I3VFNK2yO7VWgmE9h+EJwOS1wbswxiibwJ8tqFjCQtOy3oJXgLmtVzobwMPyLnSSa8IeQTy3eOJL2a27UpiOZ8KaqIomQDOzLytvLuVUakJTbFuM4T9ko4KZGVABGG+mYgVj5wPvXjB4iQBmisqUwQk99A0nCWEjnS3PP1uvhlF1bhlkrpnooJvWAxQGIjfuZW641xPfiivujfQi2zxYuogHNhF+L+g4IPIRHcuyFQldIHadooczbJqMhO62FsZXDTCil9xEaiPeiXs7ldFrq3RVMNhnAvTSzHBcLO1KVqhgpFA9hJLO+t5FFRVLdSHGToht3O9JJOBSv+TmanjuGTMJaJm7sAKE+1UdqZJYKo+mAlkwV6kpLg8GC3gTXhDz/2EQJtdKI6iKpc66fRNK4UB5RAHloPrdLYvl0iA3R6XQFpmuYGWol0YvArtMZjAKGL66QR+sjd7CsCQrWG3Nkr1KOlu3AZ20gyWm+SRt+LckrsmlnmEJESL39I2F4dWSjSCI+OIQjMB+AJYCLSFalz3K7RgHEd3WqyL0y38yEyjZup6u1L4NJWvsTCuhqNwQSxgoKevQl+xRsOwV/4wXnstja1VBcBwNRrkkSNAuRfXSCNqBPFI5QCnOdcVKwIoI0knCI7mLJdm660tjPsCmDKokLIWHHfgsEpESgypP1L7yakXwXB67s+D7KL/UyPqlI05fBxHgE0AYmHgxMqR7Iqp/bSBYlmqgR8SVqzoQqIrlVAqwGqmvzIaBmLiNBHpQJd5UWt8W0Aa6HPEYEMtSP4wDSstKNHPfwTc3MJRO1JQsvtgLisVeI7pi4ZmA6gl3K6q68S2jpODZyulJ/FDUnxpBlVDwoJu4tJhE5BLnAAiD6oUHMSsZr5QC/btIlpdqpLKiAErhquxKcVCiPp/aTlWGYiGbKrFmMETrTbCLwoAqU4uRggErbkkxRu0MCfKnFb4lkbQMbAW0MGMdckcWJXFNuMitewk7AI4Oq6FssqyPZ8JSDGBkO4DSNN/cCBXaFjQeAmMoyr00VVzTbVkld6TZIr1X6whK2gE2tRJwBVNtlOi23shhstxaqmtY7wPVEqJbVs4cW50S4FmgrVeGyENH2B1VhvmYxNTdBF680qPKmaJE2BrPFgMYs+HZzkipeUodNmrpqPJSeYVdGubtWsoaH37tjEXey0IfuMTurGKGGdVDcS+LyUsdnkVUmFHALi971uHFb5WUvqUXJlenKYyLv6eGyYWdwQiub9yFPYKltRHkCfGElWAlbuKHkrwlocRhl3cRry9iIR36EOCZtIB2GGRHZFMDYUpu4p4EKMkpawV2qehYr13tBEZIqeeBJwV61yhZ2K6hhIBN33MPhjGyuc7tCzu85x4Pw9zwpXGzNhZ+jGOi6kLUFQY6KS02fZCa1ynrDEBVL/FqublsQxqRMja10SQrPf9SYzISllxJnYmPRFqLT2YoBSH0ywqOnkqe8hsBkfPyej6o9carJDJdySatDwNDL4PkVglG/Ay6qiOCCmCmarthlJNgeGTbSUpA+L2gVjwJVEsIgHFkYsLy0RJDAIKLUiuVBMRSWefFN8St/vaXcJJAlSdG+GKe9wqhVNlFgFm7eC63LYu0pspxkz3W8RF+3x8E8Hag5H1grqbwoGOHZ9fPADsMKn0/hsJsXejiVY1UipcjMdcbhTF9PxUiL2H5GIhPHlQPMzdqxY0ghqZGhLuoTstjlxCPio4gDy38fzQm4qBljjRLU1fIa7g3WsBFJzPoAW4ieG5LOiuXduGEbwKVCyZP4bXLgOO/BbWByhTL9hK716glSBM8SSiFX7g8vmfBvhr+RoTiN+xxdoVkhcTk5NjqufU0SuWRHZ7JvcXRtXJk7dXwtWYihSC/l2dfDCpljUIrnriz0ZqAdHA6khFhFsQLiYKVACXi1dRUG12JMEVpegVQcsfBu/W++55+TR7ajWFYQvQw1UKAubsYvnqVXXZE1VK+oCJIp3Vsg2HTaxd0cn19rWYRI47JQyh1jAKqA3Q9E4gDx14gHbbbkrLbYpR+GDkd4mCV79aDEjYtW8bdLFXRuL+MZIDQV9VzWKiQE9EBlAKOTksD7t+th05a9TbecK/JBSv3AoENsWwZBcYzOPRVUh5sNN8Hix9/MUiBjQKeuffibkkJ7bYiaIereVC9jG0UEJgtNruLuOXApWmJfBmtIIJnHGg8/47XBm4H4DEMMncMB2ApJo6kFNiLlL6G69UucVjLYihyFqW11w//0rjpMBK268doKZc465KAyA/odwXdVWsDX4Jy6ccFSvyEqIpKs5XF67Pxh568MkIv8xkYmXPPItQ3sFAhjFCthGH4nEV3mCC2o1CUu57e1h94+zgThOAqNQwxHrlhWliojA6wtlrT1t3MgMmrbKm/KuD0s/VlN1HIA9VrTC4CkSsAnkU8HcscT64y2kzZl4uKyHPmgWqJSioXV8i7rt5PDS0gwDh6JcD8NSABoCPCLo9nwHNpdHD07AuLxnRKZBgsPflbUGLdRiuSu+TIKZhZsM9uEIZbvFRgn7cxAn8YoOQO9crIyLWOowfuKR6DZ5IItsF0lk0szjDQrYNAfIoqO2TDtIA16rOLJUBLdCfZWevqZD3R67e+uQuqYq4M2w2VkxZidzwfmp9KAbbi732C8NKPYiuulQPBEVexIJ4vWIigR4HuOJZSFx3K65mrotdPrFkBT4DhHsRX76dugDJPKCbx8xwQDwJaWbUMJfF6j/nWcRT8H41sAbvkwDM3yqHspqA0IbaJmsJvjky5ngAeiVsl/b8bsNeuMleVNdRXZiGWKkCJmgHBieTtYJdc92q54EhkLSpBPHPvi8nSc7fWaIzEAn+2g8/WHxhj2apRcp33Uerg2dqWoabBq5YZpkwUzFiHATK6K0Y88T37UiOey6mpYrXcRNzDEL9yQ+QrC88uK5eaeHZL8ZJeDqMApXhC/DDCX5NQYyRgxT2gM/5gACVrpFSrrHOxrMACzmTPApQciJd4/x+N+IVX5bYOSxlZHEhBX8TKOmjJFTPDxmIvT/fBrFLHiI98GZy8MkIvVW6kElhpx8lZlPSXmr8XsEXf/XCGA00cv52q/DA84ZTO8TBeDYEjAp2ptcIoSiLl5zFGJeCq9kyy9PO0pxeeiVdT3HL5ezohAPY1idXalgJAeJUKsPOb1ghcurTiELmK6W19oplgEhGlY/TPrM9YK5cVTIUpaoBpPQeUMHT1Sz/eMqYfk0gC1fKN4BU8cBw9HxFgrqcyu5R0xm8ViNzM4B0PIrTbitxSOu3ZZQa4AS3mogPUJjzJVuGtobSaqoUMXGIUly1MXlY8TIXH4JlAdHNNJLf1eOZ4Jm2EsJKScxmJI4UDayVVikDk13IV89ZGoY0cP1VeWVjoycWLWQfDnHEhMBjmqohnstGhL6/lYKB6CcBzlyopsywrOeBAbUWCKlzH8+KFBfkmzhRAyUgfAZe7RuoSuzG3MEiWbZNR5CxGllx0GPzZ4gk4eMcLIv/twDNB1d0wuWYLK029LCg5HmZKR1UM1RAMU3px5B8g5C5EK3c3gNzuquzubet+EGoSPFsgDFe+neeqBkjoIB1eslGrX1y7wpnCwFATH10cjS/EcktApwvLrlKlbDLAt7H5Ki/MX8gNRlE+f8erJSJ+vb+CPYCqZZDlGKXICsOCL2EXjQpqhY5tXXUT7odhBO9W8ks4oeabKGV9EaL+SXi1bQY8i14N85a3K5e/F6xvHEe39ZjrbzA8l55e1g0Y3YFW9bYLOrJ4dtcBUAFAXCxd1lRTJZjVtCxuAyRqFz0uPFtl/JxdW9f7qu5fCHTP6A+NfkMEzzr+ymsBdGuk07a48p9r18j1TUDkBuYxHpnobMiRIAKLTZmNjEIrnkzCdVWBBhjljXvn5XsSrYWa7X3kju81L/sidycgha1eLksXiJ2MqsVjb5T3wVMpx7Ou/60S45vbnSkkUgd2CDC52ocKDMOnAyidkT5oq6R+cnNbf+C7VUYKBwFKyuVFD5wBZ9ZGigEteOrORWNhdFAVlUuieRNf/i2o7YIcP3E5Q5Zg2O40EOsoDPQ+/CqM9RlRgd3ZFQ5Rwto5ElYuAkvPZXNHj7/nmQq2sugARiSsoKp4XyW4nV4t3QviSCEUVxVjjYpiisYRRGRHdDkrGEe1fBOlMkQ3t9507gj/kA3KQ/DvYRIFpuC5zInHsTkmUgozHQOCBUqmvr5y+5bvp74JfHdzo5BeP/GF2K4A5cJIE0p2k/Iiob4Sge4aX24ZsIrpr3h5DChJdCBaLLK2cHqiGv1RGPqZxQj8dwJLgvlV4psP4eCZID4Lp44KOVXAc/lG0Hth+DTw7liSqebISHXRAbY4+60SE4YOkbdFo+nBZb6poTtqEK1SR2G4u1bYVLnkXTXJNgBjVD13v+v+3fpRYElYodRMjAyGjdTSw/JhwsCRC15cS0EJFzE5oxJT5XhX3r8lcemDqEy9y9kMiVqiDL27QIC1Xlp4dzVPydqKyohHUpHPkwM2jP94qtq+cc9hKx7PZa4JPTnEsbt0vQ0mtgroYC1gxShYLpJHq7afXSBEmx8YJ3a5iAFjooMuVzpcTxxBy5JliorS+iaszeLA6Jr/D9jz8ILcNXgEmA0MfVzwXK512J25dXkqxS2HgeiW1mUYzbb4q3E7nv2MFzKAgvnuCmMMsrwVv6rT4yw2HUyG8da+OwqQ4Ffi0MuDDxBCt44j0VRd2IuGWnqvEgyx3CqgK6GyNsn1pJvZkrrSZHypgCUxFtxKrl0gC5YCJd43DIjctA68RpQQnGtisiy561ZxMTk3SpifpIzmQzhTRYOHXb6PRLDEYHItQAcw1gaMiZqH4ZmEmqMIB7i6P2Tj9UPGcB6vlkfrC1rmY8AmWNRKhXa2JHK6meFALbe44i9k48WLvWfl9GOjkMhIv/yNeGOBd8/TEImn17plne3ahScRwnQ0yQEsJJZ4BJUDi5sF2relEZ54HqOcsOyyhcdsXYa1LgxOkBzTr/vfdTyXVzYzY2Af/lm8oUOcJL/njiVBVU9kW9MS0LIYZijcmn0IB90rDSg5iBFXgTFZjlxwpGAEP4xSFjZH1VIiHsPhv3Y2VWvnKYuh1Ja3UqX1umQpiP2Pp50nbkUIwMuAXR5IYXhh2rgl8qsvNY5YoOS9LAOSSqKGF9wQHFI8rBUBJS8dW5Z6SwJ2eb2+YcIEz15To6s6YZQOlvHwLG7ErdvOUDqqrkIqI1BiwD7w0Us/f8Trpay3O0CWxEQNlHweCPRbDER+EKFLKIJ4PyvY4+zaQH6Zx4hYgiGWqj5yVyxFBJ0xxgIiVwAj1QZoeayGKkkEN+KHn61nInSr7RpxY5ToIFYALXkMQyyNfN0EW+dcD2i5x+DRR7wg8tYaYsn41kKJGzBom1u8B6xI6FPrQC0ErAkqwEt9Awj/FlQCsCB5ezZSC0aAYQDEKa1yPwAE0SSscByldds60DTiWx1CIfleUCmrvKaYUYCS3w7YZVk51jdSeOd1QMczwWTn34D+I15Ytle8O4yl4jJgpK9kb6lWzWOmw0AvUR280AVdrgBfRWlUAq74tl5JJd0VkyCnAbs8k2IRbmH4FEBFLy1CqTbBM3kTELkv+i81MqUUSUYaATD3urKLT6vJAJYFJSNlz1JeDPOO7Tx5lFJcBC0//yUcdsRi7Y0+HwO0fG8BkWxbPDHlPFPHA0EFwPw1NMFs4b+5kXi14ESt1ITorpVc3Ev9hktiGiqfDQDitjpM8VyDv8rfrc+lSxgjQ+4G9qzS6NKP9jdmCIleZEPm4MQlL4bRcjfA57+Ew3Z4Lv08im5grcJoHm7xDGXSyt4iiI87RN2H0leOHozqoSX6CM6uUicRZwr0MrdOjDwdgXhrjS+mNRTWnwK+CuPStszfgtAp+DigqxlU1zgqsO8qfEnZWtt2/XfRcjSDsSthU+UznbK7FZOPeLVGrel7CvRehd3VpsjEUkqJs1pLaaVCr60C0c2tE/dQZ43BZ+sRY1AVDyIhegyeiQGHgNaR8WFlqj8d4EBWURA/LcPfKinp4TBfBZ7b0s4UPZ7FmbXlG2BjMRH072V8pQCqGAtlWtb9bT17rfPA3kmMxihhjIQdj+vG66ylYCFl6o5sD3t3hoXuaiQvstbL91OVJguWvgpg6kqfWVhypWPoCRgZAN0O8fGGy6yv1LyL8UX1vPjwe0E5PkHCLrmoNI1XMsYoEkGIfC0ivg9p1VrW54Elqc+uxD7BHNBhl+8HAF161m0pjqqYWJRqOStUgMhHxJDipfBcXvPPp2K+50sMBMZEgmkVQEs8J1xztkbFUi4loOQqKTOJh5XzhCx0Rkoc1Eo+nxq6nBG94CXO598wyruKAntqQTyWcJJLH0cDU8OUgrDjlcSyfne//RAO6+CL6xJEngcEt1VTFFSAu7X+mwZoy8MY2daxBRwgVbR/C/oLM8AuRyLMbdVKADrAy2j1YZet5lfxUtPd1itpfHHMuMjJfyVAybfiB7Kg5OUMa56I4wkukaXO6EuNvxeg5ACD7qIAEgHBsGwV0Sur2f5mtHYtoIXhCSiR641X4giRh5S81VI8F1V+YNfKHmt6YigLSkoFo4bTu6LEenu3vkQmXvlUpfKWJDrMbecpl4gPhOpC3MTjmShlxWoxCbGNXKQ09Trh37E3IrL7pdLxOFr91gUfPVlAOaqW0mG68bq70MskDCWR8hhQ8hMHZ9fbUQ6I6ACXOOPfW3sv0Ol1DU81r7+xWi4DErtrsutKgKKvt/U4upsZhRrDyBoj2HwjGmVUW05MoLs6lF5e1juWauskqJCtVOgYsr69eOHp6K1LGATG0JNJkjFC5dy9BScw2G4b0DkLojOCXbLyV38L8nYJIDTNwZsvE1sRdMtWjU1Hy1KzbV3iaqkoZR0BhlsbbPohHPzZQmPyYVqj4xgNcOld9HKMJBILULK1jAhEntiFFkz/ARdfmTU2o24emCx/I3IL2OWxlJEtBaEPeT5A7ojnNrcwn08ti63yOkkLu3McDe9lR2DO10lArbN5SiK7tJS16+mbzrplBaVTsnz8APxtfStyFons59afC17zk00pcO5lDctQQuT7AJ1drTUD0AG8yAiPboZE7cPAi3vuq3o40Emr2dq1gaN76Bap/hZUauZG/0cCIlcVIxKCW511CbFEZ/d+GCWY+CK+MrhXxkTCg1URr+/dWSERmbrk1qXRJ3ZfyRpuLniLhBTzpUY8i16ztWO1kUJJb01HA5QwLh7ES/pUoQWjunRe1eN96Vt++nlzLy222crBIB7Fy2ARIwsCtOBcXFm8DCMFscS7O6Rv8Xf8hf9ohMi9V8ky9HCMXKE0LemgJYZ3dapSztAuW3rCDfGe7t+tN1yI/NuA0Idd/rV46QuxLGXxZwsqtsrTAZSIkS1br/6OjexhYH4u4oncliXY6KPCbOJMhx1bDcPWZUXVR1JbHb//POcxvOP09BqJMxdd7o3wPDpT9xZQThIqG2LZullTomopFyPiLd5TtrOrJE4HmOJzKVZ+6YVnkqjh6Nze8CUXdjl1bC3wTHh75r7Cpl/3LwdIfBOM4bZ0BuCZQHS9YAtb8XgmL/VBickVtx3g28Azaf+O3epMYQhyrwPahiJ5lDr44lUmwfwGHWKbEA3St+R9V+4ddjmHWH4VmFhAd0HbrRXOYGQ9q3Vh2bAFUQznKYtr/MY7XptpLvLerqzjOQm6HXg2BhNBWyOemOLdxbqdYaqj1O5K+TGJ3L002raMYVhrURqVuUGO4vYtB/i/EJhgOCnBmL9sQe8i9SGc0iL0LfFqgAOpUvl9lDpGnFuguqH/HwlkGIaVxK2Y/85SaeG9vNpxd4XhyN3Y5VKoEhAGQ1lFx7NuHJXUmrBgosNFU8H72/oPiQfKZ16K5dVAyTW8rVQu6AAlBp1aqVOGkvIztJNc9NKYj+RN29bLwFwflIMAjPlkAFBSdk1+V0pAO4YCtMTNBcTyCtsXssMZNn1v0c5glBN6Lh6CWwz0BUdxjWZi96uBj3YLx/Fn6w+8poHMyANAScJKRFAt8ULc6x+ojQB5vbW4I/lCNqq6sUB8U1gSFT1RaGc4EDQYVBg8tyWdi0YqDAU2Xh8Gqgfbf0rizSh4JqUUF6FbLctQSm7OagdQ9TNxrwO9PLArLRKAX15Hf8h+E6Dkjchvu3tY2UV1H5wIQuTJJDnGc9dt6AKb5B/xYlM/Ro55iYSoj/RBGMbDAngJYepbZgCPb1vQyZuAfizT3yrJHX+P+0Y81ME7IyaGUhD5sc4miGy2kUvp9RP8bn3pZRRyrzZKyipoANxKBniDwTPxUqDEuLTgTwJ26euquNUf1y48oQeBJTlTOHYsl22Li7DdXHA6yZvAny27Ky9QrpAlJQz/jhfP0EYCQ3fzBF2cek2RTCm5iGUZmQ/DyJxr8LDPytYiB4Tvp7aC17vrFfQSAqNgB47G4k3g9EhBdM2yNWrFFdjDfPe+8Sp1QvEDYiJy0a7wst4RlISBZXtXeKlkjV2pyXZex+iXSDyXo4BdcpgfkzDiJab1UkgM6RvXqzHAq43qq4Xnvp/hClxKfG5tdM7oxVsSo2laDxxdbvBukmNiKwVRV9wSxsVEzSMhABC54uaTKJc1Xn5l9oACUf/tQGU6miEH43mkVH5mCt16GaEg7HKt+5fG0C4PCH0QbE0UzBuZZQnOxX8vMKxPdV6GkuX6T+X4e0GY3LCGgadySQQlRo0xhtUKTgOUHFhzawROWm2MZlijfWXEM/GyfgzfVRXTRXYqek2mGCmDTLyU+ChKX8ZsOcPeT9KqjT+Eg2BQUN5STPFl4Hf2o5H91k65/6r+umwrJl790NLiyO7QmPcubzCeUirkxRKD57LVSZSTCHVGdgbMrdHnU0sFY3d1r16hWmthKqiKZ1HKeljLSirtJAnFi5Sy4TBG+c0Xss+sDRGdLKqc8QwzmqrrKSO8b2HJR0YtvgQox9A9N7qyr8yWw2xdr7CCMQSrVmkaKhtNFvGaJRgxqzTdil6qHCOZ4RgPStQYs9t6L8ddNY1CJjqGCzthbqrylvhhjGRxeheICnAcTG8/n8ozHM8DSr7Cl4Az1kgQ+gDh6PC1gDaUwnvlVQeZ4Hp2lXhUeaK8zQBqlTljym6ppnSSYC5oT2JpXfrRbVLtVC2gBBvHN8FSptL6jt6SaNUucaBz4hvrFYxncnWHA5Oln0e1DGXFwCqUrYNhNoCHgZIwtrPrWOf3AnqXYsmvKjeaZul9k2Dir0ol4qBk6jtFgq9dDMWzzgljvKWvK0DZ9eBRJFIjuxY8dfR4VMvEIhE/iB/B/Ge8eIySBbv0mrAUaEzichB+kl8aIDc90ylbeHGVNEblh3AMvhVsA3b5Gxa/FOyCqs6wA33l9X8hoCvHH8J5b23EIV55sSwZVlp4QFg/DpzK5pQSicmdVu41jfYtiTZCFiwYIj8w2rxy31EwEdmLEWibe2FyzoyUkzqeeTLA+FMSo4FyEU8PxUcznBFLpKGrFjRGLY2LASA+ZIreOuJZWZf5L+GYYSAwhlgiFaz0agOUKMBZIHuSH3AVy0ziW1iWqAAhfVVgHYYlFy+IfNXhuhE5cEkUWvFjhZI40jSwsGVmCMOohcsR66KvzDKgZB1EIsIYdIBSxMNAWyZu9bP4UATP5Vo/Vj6IxGvFjL4yywAML8u/F1NxhcczSWRh80QhFM8redeDR1wmfvLh59TsN4gMKClGB3bJYAXAZJ43AUqMnXJnkS3Bs3gW5XsS6CZHVb+3zC3VNgCLr4KtgrLLiVi2vxGwyVe+oQ5E7tVC8RvJfwtKFNCdQrDFNwG7PHMpKXhx0CFyT1Fj5CKeqywO7FrAT5i/NKLaS6GskUIlNZUtub7I3TcDTKN1NK0zOwQvi6UXnvV8GEau39yAwCSasERQ0g7GdcYYxxEsBBwMgN+877rsji1hCuDtQiRHelufG6hpIPJjOxYsLTapqXJITGRfCsJ2TTEHJ14Q9TLO/quRlct5yuIngUAT8TmmdBSs9Q2Lhr5uE51c34grQcaHdvmvSbQtiLonQlCU+GbUeil35asG4G6rEOq8icQdVDmwViI++CuznwyzBbRC2Zp6GeUwObY+DlR2+OsDJEUvwpS7sv4tqBT3du0wsMvjCH15ezzDJnIXD9TwHObNPL/BajFYEg/+32vXBkqGWMFsY5ZK3JtCHOBWwcte9rTz3FZZgZVjKYjnHh6ZmhkSqTdeP1H+moSy8BgQBhXMS01nKHV4krxYCvqREm6OxzOB6OZGnoLOsQ3oZfl+KoIhpzP8XuCo9aEvqA5avp+EFYyssYPIj8cwk+QfIPy9wOSGBst2K3I9pLPOVLaN23fVBAE+j1y2RCK7PUC1RPfZeiW+aXr30roULJe5V6uQWDP3YADQow5ZiWDOeoOfyl7VkI/beqXItHCmhJVQuIhnferLdEVRFqNAtUyKuTieFXx0NRyJMHi98cITtoGVUTtAC9jAfoxQX7FGwxz4fmLRKoASXnqR1iLn8vKuhJ9PhR1J1b1ayw0Dcx1Q8sYOk2s77MM/1kkoo67Cwy63UB8gvOxR85ph4NNn0CeaocslzhAEmFC/FfztSKzbYv6VWd/1gdcKho74SuIH8F2vnMTI3YCPZ4DIP4lSsP+URDsHRJ4rrLBWrZ3ByOKXn/+h/nQGUPJGtoThxdPSRP4hHLwzarmwy3YGL95G4p6YJpVvo3VMBlCUvI4KZv6jMQxv9EanrJctgynrqqtiildcPBMjq1qlWivCdi23HQbBaTz6ACG0V0jMuViSluXBhp7Ps4mPiFd1ZKFHXbelQuLyexG6YPL/X08cURVH4SkQeauJJyV3eRPeDn/3EsqmpRqeeetYCt5Jc+0CLduZVAtV8aIDHwK8vpJ6GRBLrkNbl8USliAVxliDxjNeZUuBOb76RjYoKbtcx3NpwEZz5F6acoulSvEEjOVfK5hgWN/QS2tv2tZD8MvbeogtA0oMCJYPkGBCMDrMyEuxvAuWBPZJ98kwqxfDvIXqgrbJ+6lc9+55QOS5l+96MOYKKxdLfjZA2DpGTsElBVUeyh6/MiJ2aTEKAHtV9MQ38/iAXb70wotXsREYejl1N/jBV2bNQK23mSCUgm5d3SEBJcfBUm8034sgPhCJVMnlOuiZr2L6M17QgKQOajGrxBtfE2xnlmXlW30vAioqBbx4SVAAg2+lVJQXLwxf+Y7dN51jTMsFJVsrcR85TuO9oFEoW1gSfHHHwArml3DMPGUFAtOKjDBnLQNTrFwtRI7ijSaWBEINIk8m8fg1khuvVh+6dRChAsMUER1AieDP1hBbTU/PI58Bop5IKUBJaXUeZ9eNRqyo5sCnFyCDV2A8lzkxF2e8UVCt3FRVtmE2sNdP3MMoBzi7eKnidfRcDfEGNnW8gjMEVTEZwIMhljg6EwzFq00Ddrm17m77pUbQlvW9tZlEmf5GsDjEckvwLF5VVym3piZgl1srlx3hyxmgARvYXLsOBvAUxLKtDgPKYq75dwK6XrZMvVwm4LBlAsRVA7z8QjbLQgNazcQUVZ4QNxFFYX1Q3St4WcNSFkxR9UvsH+OoMC3X43+W8to1Vf82EvcWk4hsSFREdCeT7yqvcsnDJFKoir5SjrFueWlGUnX1h2xQEgbsFQ364eOJZEDr+2HAakJjeIn5zZmJEVjRQZUQbCZBVf+b39xQIhD5GzsMX4RaqXySl8ic/iZyF4j8Ck4JfrcelHgpdICzMDqqVdZhu4xEd6VVarDdhMiJJ4b6VzzbNJTsnY++7j+y4xaoMo33YxikyVXrwyhlUbXMAKZ1HFiSZBIsY//nl3CY7P1CsKL7ypsI1UameCYtF8+8xKu6V0vscs2ciGppKD+t0Y0XljyMr5ChDijPBzB2XiqpoyqO4pjo6bDLrehnAGG++uaGGYZNR0QD4yWyVzLYrvfCUm/p7QAjKQODXbb1FYDnsqwn3Cs+u0rHEJ/Epq/oeIINsrXzXNASorUWoQGJTlIp66gqZoYWkwes5pu/BSnNPDA0MgA8lwdjjIgtZTrDNFgfesngEqNgI5019rMLdPUPA5S03q3UV4LvpQysbCWymAyQWEO3Pg/oZA316WdDUXagnOmY7PnP4zdk32iCkgNlhnnZK3gphW6N5jn4iJe3mw7zeyKlDnSrRIIqoVGJSWBTisGAEm6F+INA/JXZ3A5BHlKmwyBTUNamDt0aYa54SMTHuhRs9UfBal7/7pZf92/pyQDcLfUVsaxjgldIE8o0LB5bXLSLQK1QkMEsBarf3XKAZIwSOX7DCyJvK9xSxYMAGcF2Q80D999zCcfwgqYLylHtN7ZQmqj+F9lrlx2VDhaMQSrxvxl4JujGDusI8jN9r6DGOPDFny00rJVdkeZjEtNgIsuC6i2lVb4rpXjraMYIWVPxkQj0dfgrI1R14+IHwJIkt/VGOaGcga/fOcSgpPXaWt6olDUzHMzTdn8pMH8t8294vZ9n3a7LEpOoleBWBJqllm29DTzpXmeDvRmGMbBdJQKqhIE/29/4O7acBqLFyJdGa2skrsAjEYX3IhD5VgQVoZehdQI4o7efICyXfhjfNRjoLj46xMeB5d9vm+YimOBByVkoU66Xt/XKvZRVYB8hq4R5LrIXwmkLVfGTSNTKMZSCWSZe7wN/ti+/1BgSbzv8wkUYuqvsvMhZjBQg8vfieD7qEVFR8Mw3JBPvZH3DK3QvldUkYXidpNh6eUBCz91bNYVMxpi6gJIz+gH45+z6//zWrf2/+Bf/4l/8i3/xL/7Fv/gX/+Jvxf/3vz3Av/gX/+Jf/It/8S/+xb/4F//ibfy7rf8X/+Jf/It/8S/+xb/4F//i//n4d1v/L/7Fv/gX/+Jf/It/8S/+xf/z8e+2/l/8i3/xL/7Fv/gX/+Jf/Iv/fwnExff6eCYggEceOH7IymU9EiI/Vkb3EyLrVuGNuK8woP2hpW2exIi7Sjav58oHcSALSkoMgkfqFRTGsEycsXLuhhn9jJfRVy0EGAbkyHVZskCY0UjedxqGjkwflIT03JqRhnsDYH+rJBHJ7Y7xColnUsJAiZL18/iuj5KLj17QlfjLeK+g4s1PEOIXKCUAFgAClJjLnpm/FGdeENw3arkIKDmO//xfZlsbiO5aCYttt9QxMIi6p3sMaBsSjzEb7I2p6bate3tgsRXf/34q4ku/wWBJUIFL7sZiip+qpBjwb8RLxxKDID8IVEuI7k+E/9GYu3u7Y/GzGM2AilIuPcboJ/OEsgkrcYRdvhygva1/afeSnoiHFjmYMSUL3VMp1AkxCdezjELZQtUajXH8loSZhystUXENUemoAXgSZdSqHQR0ElocW38uBbFk2fq2vrVvATkdL+xG9dalxGBJIFqm2Jq2IolLGKCEAS3GK2+hfree8WakOwlHMhYQ3ZFySFQDKBaqJTTg8ygHUJiya2RzvHJkkfC3n6fWIzyWBKLVanI3nCGEXcEwRopbua8JfPRCk2AYCZ38xIf/s7MPA7bCXSWC13daq+OIshKPA9US3etLbpojp/Gj3P4fXS56UAqWm7Z0NcPUK2SBLECJATNL6UB0y5aZwdfNAGqSUTAXlOO6UN7WG+NwpgMF6KXKp9a/REw0IepcxHcvmaZuBjiTvbsbwN94JY4lkomJFJ5JSUmKhh4OkOifWRy4v0F+rmMooGX4PzvD8GnlkV4KwenR6iewFpPQWzwXp7IrC89lCytzxhhND0N1Tbgr/v3U0i4MNRUEQOGP7c6kWh0FwDNpHVvAARg6+WQSiFwh7/9oxNHrC7PMMF6qJCqFXMrgE5GpkZdC9QQfjYHhbmQwRH6m4OM/165SyLiqUbxIbuFdRvhjr2M8RM4YPJctLHE3cUw8C/OH7HKSsvh5vHGZcs+8zlhKB1R5r/k5eCT7E/kfslEtUXW3/P7nkb6oBihhqlWyPLjsohvg9yIXR3Cdx3PpjXLrG7ydXUbBzFOykmEU5vZKRLygr3AOqh8ES+HZ4lyZMr6EeZGXwTOE+PwNr1Z2AzPXK6gu19EBDqJ1eS/I9ZcWfz8giqAj/hOPa5ci+6WqoDqrQEkbmCjksgqPDjAyCmGKktNDZC7Y0lW+hv986sthWKoUNK1tDE5eBuuUFTxzdNOu+FIc1PWaRq1lmam2AUIdI7ItDz5bD9qOpmIdCAzmLsz9NlgWzwTP4u+FseBWUtlaWJZbJdfxHyCE1Wwn/CqO1aZE0PalL97tpXAS48L1Vq3VZB2F3F4ZFaysIzvNjOylh1R5GAeUUAHiEbWOLSBBnrVUV1Hw7HplE/0bXhjeEpn8IEp9jzRdhSnrreP7GFmEYPzC5KABjMU6wFe/VZIHKp1SGVUXFZ6LpeDfCW8NWnr8mReySUoAKGntVFedXUYH2XH0k3wSqJaJb4spAZ6FZ6LAW5eTryIRxEczKJ3w2gWRv0F6Oua3swp/MEaoCQIYLyyJgR2EGibnTlthlGcXqhz6WYnqvA2jJN5Gm1o5GAP8MKVIoual3mAUBfrlCdnheD8Sgt2uxIuza+T9PowdLAAiMYLTYfDMQfmZ18ZlUz9GySrBJUwRVasVvKq9gevC0S/h3FKgYrks51FThe6JeAgYOaqcKZi/akIsmYvqUBp9ZrVgg8m57W09uod2iZlB23w2H4kCngkmvisFVeuTwLLN8WWlFFHKJYuHUXSveS9/KvyV2Vzh2D1n4ZnzDKUynqZn7j5aTQ8ou7BXIVM3RYi6IrbRslZA+G59op9wDbistJp4JhDdsHhvvTUoUbKq6/WZyPTWMRkjlDJdT3x8tt6YlSqw3XyIls52IcWIwy5fxrHalIg/25CIZft5sCx/PvVXrb341BqTK+kGBrVKKWg1hWHldjZuGUwIOKYjWKJq3YC7nnwIx0yiBihHGikkrFYfOjkTvLstIJHyIoaC5zKhTC3KCoZq6rbei4wscnoiW2IS4ihGgiWYiyPNERH2fDatA+tSQckmb3jhmSipXMEj8Vzm+h58INvqJEjeeqS3MxhYzGVvAEwYfCu1n11MmE4zooyQJfjAiyllBU9KYhTCSuIBBUveiuAJYDB0q1RLuv6z9bmgQrYsDMUPZiiX7x1/QwG2e6bsXQ6MvPga7R+yp8FcHN214/ls8mBjh8kJPDJqpaaAtpJQ8gFeRqJv/haE5/LMl3MlVdYhuiORnIjhC4SSwindsLwgRP7bYbzwxf/R5dg9JJrkE7uckiBLDIZGJRivFa53JyGeLwQJvf/K7EHkOqDtG+VSJx8mDCXIdUxe2yAoiqtgKqZ4rxOqrd/3fznAS3o4Q4JpFa6nSGJaIrd6rtPCEN9mKU3jFY5RgiHua0uWuq03lOk8xzoJcSQFSlhhJKiUX4okFlsd3x2dFt8q3AD/H414FrEUSwzrJLCDWGW/VS5dymVbD8HQrQNB/Oazm3Ww5BwHX/f3dcaAKmEwnQGtIAOgW4lOyFKwkanyzUWQTWIEFczP8NNtzi4EQhedxC1+EwcVRwOU3XyGEGn08wGgl9CsZIakfv3my0lpMXo/FQsd2UHH8+F4yjRASTlAW1QKvxeoTMvirw5guh6wIRn8U1S/VZIPFo4RErmIKs9NldqZAtNRdT33wO631UYUxJj1LYnWBfroQCtwS4kw4DgQH3cEmA2skNBP5FbEL1XRTxKGR+Y6DJ6+Ww9KGODnQUWHPR82itdXgI1+JtKK55jEmpMDIiqAly1hsGOULfmVWdYy0t6MiYnUAUsBUOWcJHjPUgOYqUaUkrVVjCC3kkpSV92/87WzRPCavJ55Yuty2d0C0c3nUb4vFQ7G+JDLOqUalmT0+dSyhe9mnlrn+FwHgQ5TGF/Kfh5vZJmbqIESEwf/0ehhho4AMx0g1Awxm2ZLL5Hopkr0Va4CdqmKiXIYoOSK/2dnZ2Ocsdg60VGwRAc6MeCDGHFB+Zm1YuHTp+Qm+1PsvzLL6sqvnYPxWPKR2rRb4ld3iJbS94BWRLVaCgNgu78UoRF/ZXZExzPH5NVixW8sllWtJBSMpcwYiV0LaMFnCqD6SMe4s9RIfHrjxV4q8ZpK55PAknijY9/cwtOnpiMi4lzJYrLkYvmWBHTilRnQDtDGCNzSERcPxA+49zaXSpAQuafnM3gF8I1XZuoH8F1FwZK/kSrFW6OysiFxelDYEVU3xzDeAKZSeSTW1312nalvFSUCu8wxyTCI6cwqE6/mjbi76WO4Jw/maSvrSKp1Nsw1+cpsIhgqHAeWnQBqJfRymXBHRiPfRBCUlOJGauSiKl6EJ5meXawAqvthlAsqqWQkr8DWeC5H+q2m9zUw3zWT5Kz3MfKFPrtarkeiE8n1EzpeCDKxVDvW/zAQn8ygypWd5EYwZK1I83fsVg0ib3Va5UQ/FMktjKb38t3LnhVbvZVqLVTLdEPfBLNF/x+NiL0NTLUS5RHejDH1+j2R63R3vXRsxfHpq8J1dFu/glsKXl93oJMSg8winOEAFlI8eCTye7KYP7QV89u/JsGOWx0WA7tsXab4r8CKokSMOET+foxSDcEwSpDjvvFSAONVgrHkuSCerTUpc6OGDuCnuidB1U00TTccxoBHCi9ZhmgE11b4ldl7a2R9rDpmnmm3hIUUg08UUC2/kjKsRHDkeCwIvfzJo6/MJsXRHGEXVb4lJeYsYJeXPurtDGUxD9jlSws86aDWG8f1PQno16RckOlT7lWdOQozEvTLUjAsJsNA5LmCp2z63gJVsWwxgMEKE34+9aDLMFRF1pnKjlhhlGrIdvhUzWCUiBJ8H7BSsEuOs/9oxBcvdiUMlp7bjRSmdi0L1cmAo2cEnkmpsGFaqVLHcKetu/jye0Eh4Bj8G7IKmSu0XNiTgWHtJCXM6HvfUFyBoZ8vG/JxduHak/fhJzCsNSkVjCwmmPfhpXIjDAcuwSHMj5EjPVi94+WXebTERBmUGDqqJZ4ViBM4Gca7e+tjqd8LxFfAXPBO/Bey8QRvvjzYwQzlssVzSwlOjUJrVHk5yXuvFobsOobOInRPwD9ddeMFkZcVLIk39cOEyBE4EWdNUMItb2oqRsGLt9YrjE3L+jRQ5ayJ540XqOWVkzFw+ohuVjmJUvMuyQwtBuKlVnHzYqnTznNVhzhhtWq+CLHckvraVXqYukEiJsIufRFDTAkriSZAiekazAaYjsF2xvFY/yz4K7Or+zbJtryqLpYl45NKqfZVIEgYfKCvWqDKV/q5ArLXKrZLluv25Ydw1FSXPT0g8jfxlc6ZEb44VRBIQeQvrT8J0NKcXQjGQJCHIx1QPCYXZGVUxdBaaSYKm1cJLgWVLLI7hySwJKBiifRvSSQKnrviGYmJghdvrcsBzDCcXIuIl0oAHu/pqouPDpZC5vSf2H8JJ3caIfFMSljLNXWFGQWLgJ6xpREomdohoCtMa4rnFs96q5PAFPc3Pv2svBLAWSuxQ3UZwjMHUYw7SOTNeGWikCO1cIaS6CcxyJ9l8tKYh9cBJV+BmbhulQhOLxclrLUrKW3g9GWSAa3UpU+Yjcg6oO0lfmepnWEUqHJl8cb6pSaOrkKwe8xIwS6n8a2aF88j/ABhqX9gOqVA5FzEuz3M4NLaww5822DrXB/Zmd8CzgL+l3CQeUyHQHayGnfj2A6D+StEK4tAGZRs3HaG42CdRBlfvCpPP/3cChoKnsVWKjQC1b3yV77HrC1H8HwBFbnS+poxPgmQ5vaF7PeOWLbXM38vbpTPxM9YrcKB7AGFWWcinziW1m/eksDpmaPApVqrPLIuKaFCyPJqiF+YRtagnWYoECKheB78d2wVWBIFK+tGMxf5Pa6hwC7fGylBX0dVDAfAUyQfqVUuK+7apSYIPaDPNnTiuekUnOjgzxa621qbVh4jEQPGp7dcIJFSEPH/qbHUn8YZayQSWkBcAkJ6PsB7wZEp270cACI3ymv9w78FIXh0DPCCI8pI/E0kRqDkjR3ip4OqG+WVWGJCKc7LG68Dwes5Z6kDMYOXTcaYUtgOz+VFS2OBAMA6Bh8CptyRtcG09Bt2cO0CJaF7SVTgVrMlYqI/EofIL3GdaTVVyxitdmcBShLwCPD4EA4q3FYsMfkcIRHPrWp5ZZzuFNVNTL3ImcIVnAr5JKFUItjGb3wI52XA1vFcfusIqh+7QCuoSggOraciHpOPgWVbnl04nSef4dtQvqrOmASZDBA6elgrUgIUCx3g9+LNR7zw7pnF3FIQgqWQra8y8vhRNwkExx3DnQxaQndHgqgES+U1//Z3lpRLLmuWCo/sMF0vxlv1IR7+SDC0uxYvUHer8wywUyHeIWxUdkHI6OzaOGYOBrTgFtOqJRatPuIHCIvx3TywJKC66ioRU1QYJZvQ71hfGg3Ri5gZSmWDn+qPKKAlut11YPQ+ElPYZa5zELns2d+CpgOwOCZ3QmXLU3yU87yPUAS/+co6UobAoCMa5bW4fcQr0RwFRJ4bYQI+drloV69LDF83r+oUChW8eCkCLXvsZWbIkd/e1h+MgSoPuVPHkSxE/ok4sw7ob7gsYpSVfuv7n8/W30LKz2vh6NH+BpLBJXckeGCaIFEV16XRbAGlY+v7PrBsk08Q5sOgeiCodoXXSQAMZn2uq+WGZKl8khC/eo0sWOFlQOTH1nfXvFuPJf+9UOLGFB1gJNXqTAGj5f+RwLINwUmx/MqsybdtOI+Kl/RcDRazdRHAUNWTGIG/CnTWZatlcRfPxJ9do2HyWGcAFZUFgxUdw31Sdo0I13kMPJdtQDi2Cqjy3FfhoZe5+H52lUwMz3s866i6x9HSV9+XXgeRO4LwmO8rBiQDJBgGYz7e2cXLj3EM8FxU+ZvAM9/+GaQaI5mKWSxrYLlXMsxXAbGLkrMLz4QBpsV1VIBWRzmaViKSCCIGHJh6YlLE6/MwR2JxxFJR3OMPEGKyNMUc09JBiSJCnIFq2Vp/GxC5R3o8tCzenYGGq84uPBPvXmJASRJvwCMuU1S+VlTdKx/EVBYaA0sM9a+jAyp/CaeVwNAp1wzxiJ91XhaifiA1pRuFVhmUY373ppRvemvtw39MItcxgfjpBHusIXJfbIfxyNZUibNR6KuUVRHDIUcWyjHEH/8hO5whIXq1sxnO6K3mMQBLgtf3oAmLk5Fyi4Fd/sTLX8IJiy/Fc02FxDM5E385g6co1oFaTkd3EkK3vMtPpT27mKi6HrlhUF1mefs+IPIWz2D8wmUWzxy6+yZYp1RGB5jG4+wq1T+xKQPa9L0sqyF7JvM8nsW+oXgiOKUonfeYEmCKP9v3L42lhXH/PZcWyTCmbHTYFy1uKbwR8RVFDNWOwSMphd/+o3HF4PdvuA3Si2BJSmQ+w9kApTuq3XiJ4vvIBWGXnwSqnD9b/3szlAOsFeiLCdeN1DTw4ki1SMYnlalarvB+Ek9Zl9/+mARaxC+EMUWFUXiul/TEuiX6VqucyHr9MGCXbfQfwgFtlZ/vJvEGf+aOJQEVEyPMTz62bsOAeZ7RGDdmNEYSiH9NggHQrXYMVMtQB5RvdE6SGbYWlgTBXmVAS3kfiQUoORBp1dQyf2lElWNHpURT8Qrvkblai+cWaMmV0SQeEyqs/w4UzsDXF38LYsd8Bmg8xFKJ45n7GSDykstS2zDeywNa7puYioPuELDoeLWya/6ODZG3MQK/DOOlWnjmeCYlJpwBz+WbqVqWd8l9D6Ryu+LaBbJEPEEJa4vsuGFugMH4IoJlIhUOcBD3DDxMYlESN7rXUd2QXsb0pREiP4szBegTXtVD2Nk8yqK1hqh7zRbWKrzHtHRcF4ZnFybXCjxbiptbvwmIfKuULjg67qzJ3VaW1coW9Im6EdGZtiOBYIZSviVR4r0vd6FbB/FeBM9kXZbiXPfL42h1QAmz8Gdr1Aw9oYzih/jyV7xAMyQ6oO3USLEg9jO6s4UFw8GmYWRVCx0xlIK9qWhFyqWXkh/CCQMivytl0etMfY9FRuIHCvj0Ff1b8EbE5LznpaJvf8j2Lqt4C1s1zWzG4qtAlXOSDKDqxwGRT7kelrtwF1XdiKwt/piEdzdxTDSCeCqDAAdqB9xQvzX9RFB1uXVgbSjIAGu0v+KF4NndArYiBKCk/GrkM4Be70BgiNzLbvo+2NqYGi8WzKMF34Djv2OXXQVr9Y0Oc/HiDhh0gIyaGmAaGJ48ueyxzsiI8XgmSu3VbT1LYyKikEaBHY+ReCaoWiOvMN4Yhcq5lEfmOorevjRe2dgvJ/ltQejkEnd4WOpcgZ4QkwPNOmXFdF+G8TqWupPwpdFIhfVEEM9kSs8tQropGjvoxISRTbymgSUZiTDY0NvfKjmw49aBGiqi0kn0Yed5o/xLYay5ZcBTF7y4oG1I/5dG0HZqZwbgZCqOId4rGB2IvAW3+Kna1gJhWkElorgHXfzZ9l+ZNZUkcp0z/dEMoCKblmOUxcQxx+O5bDErsuRy0robC7X08eEXg0DJG1hJaYm55kjcFJnOYFASBkQeSpXDrPREJLdjCp9diU7uBZHnUokXKJlGqYCqBXFGbeCp7/vYBtiW4QAKjw5QdpMbrzbw+kG1GJWH4oldohMKgpI31qUIF0cUPJN1iWx+P8BPTD9AmNcVeAMkmq3UDcNz/3gLb7pqqmKpDEqUuNI3mutSGZUYgxy5Izj3bmv5ldmzOVou9BKicuCopKBf3v5ytO6gvKV8O8An3NEnCHPZHFniW3qJhwa09BKvRNgu57aT8DyJFGMUK1F7E1jmD2/ry6LCeHAIuzEJrFRTRATuZddQUOXeIgmW9ZqtIwseTJJz83frS0F0rWmcsRIiXuzb4/COvzoDKDGYqWYYZ29JbMg1AQE2wXK5sXgG9hppqtmS8PNM1UL8VDDXOVAeUVbw/55dU8sWPxUsiSr3XoalRIx4gkzonpgPkIjjz5ZlldE2yct5bgV1W1/qJ6YKk3A3JFNCkRaG527cHKF3Mt7t+dUIopWLHDh6LhZkqOnj7GtnI/B7OuzyTB8BEkFyFkoHIn9jxDqfKLe+V/bZ+jPlERfB1fJANsEra3ZnGCh5Ga0OdI6l2OrkvrAXcx5gjU/+jm1MEzAmhwmasrbWohJXXggwF+3PqbhRNsGsUOfM7qVsc3YhvgNDZwabG+L1PG8U2Ct8Evgda9hlWYdA+opSVhSPL7tb8ZM/ZLfxlc6ZFPRLLJ7FTRy6VY7EdOijwC1j4WGw3YPAUFMB1s/WK0HulsoMQAUodVpxHyPNVuqM2LpD7wGumxmUMjpY2TKwttsGfyHbuLQAtQzjjFUqrAkExg8QDsOOUwWDh7grWLcXPUYz0ll9GvizzW/rv7I+E1RgLAnsTlbdxMsrJ5oXnRKtqYfhF45IGKVvWZQfwlG6WPJPQumgWhowqvzM+pcCYrnVV0DegpVSY9ysUs1Xkjh4TyI0MjDMdSBuL0IdVEsWhN7hYZyxjOOxoJfydtw6G+PgPxqNEWhpwF4qxJeVUBZ6hlDhEzyeyUgKzy2y14LSyPgaWU8Pr12t+ChYzegjA5iK4SoYlgRUGUmpVqgD/XBYASJvh1HWL+PDb539BGxddY9lLzoEEAflqs6ZRPDbOJNFdZKzFMQyYYEqrTITN3B9W8+EPCDyEhka4YvBruq8MYKJFyj5KkrBxIUxOGrljiY++WLQWZRqoO01eeFvYYoLsYQ+ITev1roFfMg6UwbV78rZGPwhHDw12esgsGxHSFRdQ0x8kzFGYayPRVq6Akx9p+KYnGzt7yzlUqOAXRpKSfR0VFvYh2YE0WH8MIbCxAOpXLylTF2Y9eaz9VPWNkBJCXW2XCmjWq7DJHbKHUMRhnliiWdH6CRxKX3x0dFxX5mFUEw8GAndChUOwgxwF6GXSo0xrZHBh7G541kMZRPfVjMR+Yn808+grYH5MYwIF42Xx0AsUV0FSjCqh6Nk8wESroJ5TfzZGi9jmswDO88W08/WQydnkfvmyAN94wKRJxVMZihh3v0g8OJY5xY/8f5vQfjoUb8MHLUYsOUt98yxhf2SLz66sQlj9K2zg/A6eOeFIE/GOLDL8Xgupy5T098LdBUGvP1bELQNhoe5bLGIUlD00P2N9dZNXCByI+X1vSk6FuhOVOmMNNvTy9uF4KkIXrzYt8QVubF4WxJbcdCBMGPk+q3m+0hkFYbr5Zca8VwaejKM4ZZ05e6ROTistxESW1gJOGMxAMuScy8Cu2QLDnPtUmpTi62rZKEBb2Q9qxxAUdBhyi6yXXQAviltS2HKemINgdwckxsvUFJOkkylwCW3FYQ97qqyUlqLfJj3IqqLeFTGtCwl7omgvMQPbuu9X0KE3U1cTxxBSYvkPDHKJ3mJ2ZBM8SKGyLB7uy6Npq+wtTq9vF0ywFYvAbDLUYy4qB5gooBnwhSI/fwy3uuAlkqz9WoBd/gbr1wnCdBB2ZZlxSw5SdxLfKsAkW/ioHoyT9nyI/nuCAaRnzmusb2fuinkghu9JJ6JI36ZH8nmlFCwhZUA2F3ni0rWT6K6nhUGlgRffLYeLUK4J4LIXnM3WXRHzThOu2fIAyLeWRyH8S2La92dXRB5q+4xsFzopcnxPMnaGfwwSsq7eF8l2OJLjBnDmyo1hhkLFczyH5Pw+liSZBLGqEqiVuozvbSAmBkVchvM0JXjVeFbOietpgGHgmEkSEze8bq3yF5vXgZoe6bg6bBP5zNfNUYOxnO5iYSCb3ynRMVtP1t/ifuY0TCojqNCsrji8kjMNfMkLFS557buahKjH8oaBTy3qGZe6ZtC4s74Tz5b31JQ5WVxOgaq5b1Fh/kkvpKC2H5inSNv/JTCLo+zy8txF7RUCl7ZxxturozfMUK1BHW3+pn4NM7ooGWp81N8854EKrszGGirMG2lNUJQ2aba/vkZ2sgpEIlXwF95OsMuf2K98VoBKn8frRqeCSwF8ai5yGU1sSRM9LKj8NwzZVQ53j2jTeur3yqBWHLi5/HijA+NQv28FbpMYQhO2mv4YA04oYfi93K14w8Q4mhvj2ZQ85QU00VVZHEsuR8mdDcshS/rCDCtY7k8kDpz9Jjo2pUobkimoMqNMgJrVCdNS9n0EzzE/G8ClFziUUO3vPJL5O2YC26xnl6biF8mLXREH0zPpWCXl34RAm09PRwgj5IYquF3RjqO6Vdmw2A1U3lvXSogwDDAwKaC01D6UyNPLLtTC6W5RfnNDaWA4LSBTtrwSDYKlfMBzgJi6ymMAYm0OuUkqu7VWi/YZRnljRe6ExvPxBglM4yIqzWoyJhLHyZlsXFzSq7GOokRbKusczeBGQzPY4rph3ByyxXPCnjmOFL+pUCQr8WyvrFQFZMBPKAUZ0CpHM7QDrOxUNG/esdLmbaVN2rX6d7Y6PcWdCBU6zgORFqKAeDPFsFNjJH1Myjx8Ozy4n6ekPvVAKCK11y3ZwFKzDwlMZFSRQNAxkqk1roR3LrJh3DyKHUQJJcYuxT8Kkrx0QywyxKvKKC9kUcJVmoj5ZEjx+jsSmB45opStiBOPO/FjhAAk+Sm7KjopRqCE7gElGomWvxUMOSurf2VEX+2K2jTMtLhHFw0dqEyAq7BKGIiew3n9wBkd0JvAovRVBPVUomMvu/Peek1Ck/BUDZEgu661gQLzOgbL3SATwIib4tl3XNbrzKm/9GYK4+II1kFxrM70vQiqDCJzpR1HV1PlAuoBdFqiWuCClPG2a94IXvpTQYI40yKWYmOx0DkV7fbUV0qp3FAmYqv24SC53LdfvsfjaV70oV+UKhgd24Uyko7UhvQ+1PhrwozHSM3+r2YWvSvjAhuR67ngwfVW1nQYbu6A8PKyotZHuljxGUwlgTPIirYNBJiOUPZzS1QLf1vlSQBAfZ0nD6ZFQwBRrGwLPFssRqLt4B8kit4IAhckhkYk7BGSPWH7GNfFbnCJ0hQjmWJX3ghgUi2LcOu7oQp6zlYIRlwj4GjpwyW7U9M35IIIx/G4GFfkUHbkZGn/GqwNf5ssVSwtH7PHaL+iUX5ldkPjaYBfTJwfa1s9Q2gdC4ty+KMV5Up0nShb89QYXLlravcVQVBvb52IR5oFVV+is6YktLqGMBZjBwxfy1nEWWNZ2KIJb60RvZ8MLDW/V4efN8fNIZigRKD9ArtSEYH9nJ2VS2IxAzgAUkYhVZcAfDpnYFhobrO8jteKj/25S6DQdutW+pveDxbSk1FSWeFXJD1p1yDPx5jJM7JSM18L2gqVcIYCWqBjmyiFs7A1t+G0sSfLSbnLSyg1A/nMcFjGP2N4gFnfwtqg1l41kFdRXkzD8ReAuUlbBosAkpeRqiDFy+mXwXus0s5gZbQ3bMJjA50cmaUeL3UT+qg7VT2DQWfvkrBLs2fGhWRwWsLVd0rb/UpK+GWeCzJSh9JYYI0xcSUu601KElYjD+wvoI/ZJfKpTg6QImH2LEQ+dlUfhiF8SweBs/icWBJch3l/maSkK4w/iuzioXgZSuZqlQOKwf6LeVAk+lYlus/b4TntpykFbk+Pa9aHTy7DFNveJWCoUtIv1lKdkViyddKKbLlqOpKv3VXRrkyAm6rnPi+FAmNTDT/0YinBKiVW95S0E/yXO03Akd20Mm9LDUZplplhQEJJlRj8Ih7wz55T8JbIzs/0e3h3LFEGoUSg4q+FUHPFzzB21INxrLlMKUyqodgpPLwXFSYzffg7CpNoV+9ynnUVEq/nCFB5rCRXauJj46sMs3FQyTsC/maG9hW59v6kmu8wijdQYl3nHZzIoYvzRBd0Fa5oKorIuNVqJahtF0GhwOoaxcoeTPMSzCOAHgheOkzgS2UlJ8KhFEzrEiPT4IVRpoevHWbd+u9nHdSYPzZoloqfeWFar/7wXyXlY+jVTBdTJI8WgrmMxv8+y8GnXEhXhtMJZ/BExFQUNVBV5Ot66faWqq7WZeTGNnEnQdgMGjrTUvM6CuzRscPYGCeCJEfD3BmfQX7eToAnjmqU26qmTtu1gqmKKa7tqa39SaY1bozpqxzbrwweQilixFvRdQ8Wwsv9vM0zrxaPLpjdL34MQlojFco66h2AoQRz6ASULGkvwzo/TzVucSjNvhc2bdQLTdk4rhipj8mUY+SY6DnXvEIHm07gA81icGHst5CTeKtVZfrXidUNiI+NqL/bD2eFTbF/GU7DyOVKCsMaHtVV0+ml4LQrTaMl6/nyqqCrmWsQYli8aef28G2Fj59jTkGey4shZN7WcqWau0MCXikkMv+BU1UyPvsQvZ4IerTeSByw201P4SBkjOjVWfThDgioePGxYvzapMdSYG2a+vwxkto8lRcSdS8ptKHaIGWrOldGGnwiRQWHVArnEHVy66XTUwPBAdnVzuBAqDKMT/G7QAtDBqDdy8qORdiDK+AmKh08Dz5SphpTeNH5ODiBbt8ExB54oU/WzwrHlz6QuSll3EpTb+CvVGAyD9xXyP59DOC3Vh2VdFI5To5AJRczxMMr3cySNwomHk8ZlMuLYzvAeyMeGNGX/fHBJMst5bpGgCeyuVyGqjykdTKKolYRj1TLpdtfSTO3ZHsJ1/INkSvqbqg7VbHUln/sQ5T2mDHg1COx4JT7hsjIzXK/3N2+Wl898bkIqjOnrCbhJLd9HMpI4hnBbp7ELBLT2Qwnl0MNdUMqJZ4/b+jYiOD4WTk8oaluNwFXe/U9hLHaC2yl5rh23jp1cKgj+a69B/x4rpB4glQSB+oFHKp90joMVqdEolsKoPhSSAAnmWKJcYPk4DLa1dJ8TpT2FfihthqloARC1UFArkphxUeaVuWlV+K3OgHyX8LQgUrW38nNmt0hwBdixXOgo3u3OjDLhOAwqPDt1Jvxiijv+/KdUGJaUGfMaiK3rE0VcWR1IFCTmknSQRDO3RP1DLPxctK+8WgqTjoejeSKsVfKhhZ2CJ3r+oYld2Na8YYwTDfIaCknQS0HzZuOMDBZ+u3GXyeq13V4WPHq9pdid0IppAQuddhwXLZChrrkAuRMwxL7tUMYPrpZ1VsjQw9Z4XgRBzxi6lXgIUprm+Z8HZKvwSHA6ACl0WO8NqldEIXL6LUYI81FvyagJD5AD4UvazjmYfWISwPnMqCtiPiT7izCzpRcm1XKUCcDWX9q3ijDFIo1fJi28qJxhTPf0m0MAPIb7xAibFIMKPusWwSXgHiqrour27/tHbQS8YrsLE2rRKMySNSYT4mUWoeG4GWrT7eOYZc0JJnyMW9o++OIjHCsoQ+siwF2y3tStj0xouTPNQMpdEZAITB6csr7HJVVkg85zFjqLrpKlMvmEjlxLZVfggnsSvFEyL+bCGeXCxSUtYunkg/oQeXrPewEX6q6Vlcx59tYmQwEJhbv752Ja4KPFq2UiXei7T0VSTUR9fd1CDqJtjCjFEClAueW3QP0KslcXPzj0kgO17TGbAsWcE4hnag5eqL6jKq8KAdYoZh5SRCsLcu8fkYoWA5ycZ9+RGv48Cw/hfAeOaoWpzkgu+jFUSG8azRJBD1nzB/aZw6qgE+pIO2oYhSA1WMFPRugcg3o20eEEBZs9QqsnGNVGJxAIPohn/HbperPiYnZwhbwasL26lhVkApclHSzgaRJ/ikfhDHUkxEp8aAbTl+ZVR+pl5OAIthWQUIxxiJlMiSi6oFSg5mgMhVccMzBc8ttIVpmXnKlj+9jGkYsMuyMtIEbUO6mQTZ0VFJPomJcoDN61gNot6KTH3Xz6eaedjoL4dyRAcIdVoWnssDxxJvRGCXrSnjQd0SprzQATj8F7IPIlQAJQoDqrx3Pwg89VGdcgazJStRFXkAA2jpilXmBwol3V+7UO20M/cWsxnh2WWKAkAfQSWL7DGyZsKd1r8NLAmouCHLukG2+NltvZEDbRUFOvEWo3laPH751TTnhvoKNq3fXVAl5HrZNUbf98eptaK0ggderSOey62F52lfAq4npgRfpMZTsUgZqutZU9gx3oT/W9BmGsJaLoLbCKOWB+zyZSDI/8IYHHjnAkq4ZSprlLf1JWWk7E0PFBJBUDLC41ks8ahOJGSwDaC6bBoiN2VMlN+E0VG39bl7CCspJrmqlyoWAR1iCLVreFhzjNLPlZmF4ArPdNBjz+dRsqiKarkVP/g7NiYXU4gnGJ4thVEDKDsVIeyNrMpHLvizhQAYnW2AVWqkxlIt5o7p6QVrEc6AZdlKtQFK1AAGCX04jKCyayfx9LKb6JSaZ/SpS1nnl0aTrFyIpbIrB8DwqHnAVAqv9/wxkWd4o/DSJVRgZEsM35KYyjIMH12ppr4e0CIZhvkF/Maj6ppJWosDhZHmyvJEVPcz7e8sTYfBZLlOtf27qoOo1BIKRO7HK0ONMRVEZgqRh144fRKVslxncfzZyvuudiZUB3VdljPxBB7W6mzztJhpgJKRODrAgdpIh/G3COyR4sRMsiZrrr7UWI5URt4qkegABwF6vIkyxFIpGE2IbQlo50nAzJoGnnlo6gHtfzTCLkd2ZWuKP6OE7obeBihpNbn17QClvrI4szaC1+QvjaiW7UigJGEpnZwI8QQMFUAsLPmG3OwUpswNUlW2bqJQioASXq4YNYmqX1+8nwpKFGbdXt1pX7ZuBdDRZIvStMR79wRjYCXLu4ciU9gnpiWdiz+V6OyCyFsPA0NVZMC9xfAahCUBFROFA+RXxFBBdfFM8PrEKrmt+0XvpxpKog99BBP6qHjcwjOBeB3l5Ya/nq2SXuJHkRAZs42hZlBdUGJygzd/yL6C3QK9V0t3P4w3Uu7e2scBJVGAXuILUxOlOGz3ooOYaCbBt/VGCtXOKfFGCjopKWVlRCnHUOHVWBm6dS17DE9MrqOitMvpuXLYKqN9tz4JUM7bEt8asQKGJ0+rwACWBW19eKRXyF2SGQ6Q0K2p+/+eXZi/wB8bX3S0toTFQUXY24Uw5+WmbwBeEKKbCHpwSMczR9XluldTwxiRs6+dGVmjEIr/doCSi04nEODGoNuroBzBY2cAuyderWwYZ3Zb6+U7XqiWOL17UK0SFrqgOxkMLNFv3Y1OWce73TIKpaaUMTRVf2k0M3gAF7ekBJfcBOkVlAjshYtFzDCMKaXYRcGMlwojNVJI6iOX9m9BmJwPeYB2MpYW16EvLxBdJbh1z4Lpnwu+bB2bgpYMg8i3SvHKWFpOA7TEkoCKhsgiCtyOMQ1QciCrRFop74Ls4St35oLqRr9058r6pcZQ2Qf7GinVKuvoAGG0ppsRnq2NbpYMPpgqh3ELHeCqTiqPvOze2OLgPxp5Hq6EdDyLCTEPxt+mqOpGpATkIiW41fzcWsFM3StvSFAx/0K2F592udjOMNXBn22rzFIrF1VrI/K/tfX/a+9Nl9yGlaRR3vvk+ejfjx7zgMgFCZDtMxPhig5GoSqX4tKUrJZkyeojcOVgZ14N3WFgbtrl34JKa+7C5BMF6rzwVHhSnA474omEQUpxVgv6H8aBJo5+0xtBPJeN1/XyBS+YfCxyHZQETUfPIqFe+n4eoOVLF0mXLvDdqziSb+Ls1XoO0PZ9HOtkIggDf5uTFRaRjih2ASZfhnMcrXvBBlkKYvg5eG89ni12BCVOtkHmCO6fqO0KgpYl/UPiFr6hjMgA5ha/gRAGGUQmCidnsUvHu9sFBpHg7iwm90lnrLOvG8kNsMy/jWPl/I/GLBu68L9TwQsrwGWOJ9TpQ8QwJUSwlsjdVrY+Jl7dzGfKTnOs6EfGMAfichmgrdREcVwk69q8bn4psH9L+qUZ3ACgbSO4C3BPvHgYnqScamueM3Hs3ICmxElBPbyVLpzgWcwKDWw3pgHKSbbEOfJ76w+8UBwfGEEmyqWju+LlT3oeJkTuMma02/JqjHrYy0Bccsi3SSxZ8DexJVeqSX03Dwg51acEZiqWlcpj4vTdPFNLqr0JxKVzaQZYKjdGuy94LQElF6o4daEuDwzbICVlL3/qJ4xrLQPRPVDcsiFCFZdeqA+m02HMVHlcXVlxN3q1LSSK5xAoLqPe1BGnMUrWMeB6dxnheejwbB0M01D4NYlemZGgZaPMGKfsFFgKR4doUrjovFyUL6WwOpVsPdHfx5YIKDkQ+Qn30Ij6OLgZlsPgo2chjdGxJrpfClcHtd4M8xWxrO/SOeTrqfiFPfoqsj6OLjbQRQ7aOgX4Vi5Ovs4r0M+QUPPDdC9/cBx+jOkfjZPOpObqLm41OR4UMoiwIOeTHcwMwS7UAwbPSV4GTO6QeC578U9aI2aCpVfrURdfDlQiOUE8E1uyPFVYbkXPfdN1lJ4Fyh23l3Wf95f0vvhtgJKDAfDMMRRBsEkTqguj2fi6CaFk3wTTUS9x6n6z3BOvhrtEbk3Cya7CbgvP5YGXZJVSgYjXDwqOmLnwyVksP9T4beCZQ9UzyxXRzQ8jCH9ynawbAHRvXM7TAxApoKSxKKO0HmP33c9Bv0HCDImhe6mDM7UmBbeEyd14HCXsjc57C8RlpqD49WkEZfznm3Cc9K46ngnrSICEyankYIzcKvaw3bqElWCnjCEJUlCHK+PLSRqRn6R8E46sMwYr92V3ycLrs/OSi/oimZAY6tLF1UOxoYSQ9KUIAxzF/aPRWctlPw8jp1YjtWVdYhoKduwOTPMA8E8sGoW83B3morMgMc0Tr61JdrnYgZVLSceQS3cQUnKdDogLao1Gl0LK8fpweOe45JYDwByWl9/i1Uwy+mKouOVllmNdekF18TQKjjJG/G5scbFaOp2gX1p/RQEVP7i6sEQoCtQph5oVz+VFeKa8HI+5ZyKOvlTD/t2cuRiW8AfWKS8HaCj58lpawOQHUsfgM2uYBHSsQLsJj5+QEwveheeclmchNaUp27kBegq/tx7xgSf7hkmWS9bsXW48KB+3krLUDHU8K9icWYK52GtmZKMDWuLFrfvNQ+OZ6a5sXi4VQFuuM5GTpRHX0d3WeuWgsMQ3ahnf6EwRXvBCJIKWEoxnAtoRKK/gK/UntWkenuHAiE2Xw5QKGX9rNrIH+g4A2gbAVL+L89W1HGWJdGPdFTwrGSBzNwCKw+G6DjxVljM4vEyk5lbA5NMA93b8mcZoLFzFEcMHg1w+Fhs86pGWjksd2cWROygZYQzGc9nMEKaCyRtuCNDS6Sz1mwH6J14w+YHpWWRlnN6U3iP7cJqyjucWVMya5QxMXwouFe4IfwsqQ4JhWlvKL1lBCsMS5jd6xIQx8PxxplmQiUHt7wSGLS/L+PBvQdh5HuLoeFaYi9WO4yk1JezCdqOObOWAyRt83yrtQNuem2VRjPefq+ueoLGBWrpRsjgMoBwDJDvNNtZBFacc8hBS/94GkS0v1Lc2RjLL6UAtsxS3dt+EMwLYa8li8YayJb6UxeaNCas9hYJJ7kR3FKfA4K3A6vbdKGyNMb233hEZ0FD6MYJjHmOXuMXa8h0BDgaTbwWLZFNGSjDismlxffm0HlQ59toNUHJgAfqFhTqSLFVWUJxiGNP3kUUOLOCX2NcMT+vx3RHAU03K5m7vdT2vIhjAiMyCeC6d6ZYOs2DqTZwN8BsuE+z8L43oThIov7eOu6xD1ac8jPQm2F16of51chhQ7gDOXdpJNZc7hT7yzcsp41nEzhMOF6MIjDsnrri0ZpcRjydsqXmzmH75I+lm4AgYN8yZIOKyl/opHr9aj2e9GYOlShZWZ8G1cGq3VS8DpyKSAt+VRjD5chliieS3eC2H6e1KIv5s2RSbmlCHHc8DzoAbwwAeSQ4zJZPORV0HkIG4zOBd8ZdIPGHlC17YH5ulMEhh52y6hMF4iozFQB91zmIycrLLSqZn9zvPxEZ2KZIHuMM+MpbqB0NIyt1C97uKZy4pkriFYYpjbemMao74xgLP5N6CiltxQLlfTwWdMicOU/9wqsvfcXZF3HKUHY2k79RyXlLnirvgBINRH0sRFL+8oej0b1n3xKsRcQCJR+xOdXSUoHPAvYl4d3J3HXMRzy0U5sDaBSjnSkm/uv8HVDpmo60xJFha9LK7A6DgMoZFWI0HC7OFFuv0EeYZl1lzy/En5Ld47YojXgx4HnkWdEWpKbkgPNuN3Cwu8e8j6PST5FbWgVrKYmPdIB/fhOMIUmLpt1TD6iKQLZi8VxjdJwwnQdnBQEuoLgzgOFgQtJt4Ij+JoObeWw/aBsAV71DBXc4m7Uqua8klzMG/1PKifZeOk7L0YmWnGeoOVuJLKdTistU8rT8IFBcqU8riWSAuuc4ASXE6wTFM4vKl10F8qzbJ/mx/47tKoJZL/BvHqTIqjz8MBi1B3SmZdKQCE1lTKoQ4g2UWd9HdWsth+B+Nb8IpgLpQdZhLDv46mfBS6lJFeJgMOdgB5jcCcbmrwPSloANU9y50Btg8ByzujJriAbfx7TV/KUBL1LekEVxStkbiZMJ89dDo9LF/Lho8fBJgiId66sLcKF3X+U45qMhzSqmzkHQ8c8R92VKe6sun9Y0vKFnOsBR0RJzKMgVDAg97aeQEGyPQlgEY8oMALbkiKTDdMcqPzLKUk0Vcfh54JuwOymFuYqDt5XMQHqTcGIWAsvs7Ib36AW7km5ckMgUGA3+soE5Z9nJSchjpEpB/IbbsMCSSiH3N0rFE4rk8ed6F4i4GtUTsXl5WWrDspa5dx82tBnxMd/mulOSyOOiwTMSDGaTRRWfkzTfhTF5b+K1o1HpH+FukE4S/5TF3lOUfBmTrrS4KzDJg8uXyLt71re8qcfVjFp55qZ9hPebAa2uGAJOyqC82UH05D2j4hlKKS5ereGiEyoPdchL4w5WNHMZZ4JkvLSbKRfmlkG4k1r8MS9JLyifhxN+bNp86A9WXvoF7+dOHKI4nAM+Wc0FEyorsOosl0cGWk0jANM9yjN0ZtgKUT4KPN+G8D/Zz3ndlanGF6+OP9Jq4YZ4lUgb8ngY1mIG3xKEwPSyY5qnOgt9ByBZLUxAMsT4uczfYXebEBbxkSSLXQbncgsCXKQYviXF46XWmxlKs5tyl7/IP2dJiAgR6SXTcpfXSvQQwLFiHVqBMykuj7ML0jD8IGFnE5VjnJ17HalMXVATVX4b0cph7Of7I4lQvx2A6i1/1QXCAZp73LIkHbZcsd3XhubxzKTsRoWZgwQnJyjwJw6QRvHVGunAKJavxglo2XkFW1vsZQisv76L4RyN8Uo6y7N4YaeG4QRPP84HV6QQtA/gyowZ8Geh2fAQfm4ISB5gcd/XHyE+8JCXDQDuCZx07O+LAuyOFFlQewPzj7KDqzJVDOs1QkYFngkiULawwMNvLXF1hgDzJErzFWuLRacIPAANrxF0rELkY9EujvxNLL9ASn7633plihRnBnI+JVMNwQu9kosALysoVx2bNMCHUz9hdeoWQaqXygV0Dvn1B9y4eaapIzNSSdTwBsshjM4UHm3RAAEnh5WXmz8EUKOWGu8RfaqckESoPmOD1Jh73ri05+CV8F2bPM6wZYGo1CkFwl+t0SjXEZW8K9ZuGASPr/WBLAJ6Vbx8aQbvpxljqLPM3AXXPkhVehnkmGItASUmRMMZXwUYvpVgkvMXLTdIYHdBLC8TlVjE4LhVQn/TeF59ePyhyXjYwpjiR6Vu8EO91TmRCskgAc93hpYKsXzQJDzYRoXKsjqqMZqoM68UPFF5Gr4/ub0FLozHhfBREd1onwKSDZ32qTD8u4JMAzkVQ3WGaeZbgUtyJZAxWgEZHP+8KZlOCYo4l4K47LhQG6t4kjXJ9Cfu9KC3wZwsqMpLB2NmXJdIBoHL3tB71eNyCOSBukiDe2PVIqHxKoJCTFJ51mGMlWTyS1JHIoBNcXCXrNLClwtY/GqXa0uJNwCyx+uVdFidNp+wGkMsyHCuo4Zlj5ybTIDNmqTDCRnD4S2OpeQCeiNi8IcNUeAyuT3agrSRK2XsLU5lYkn6tdj+0HGxJ6e1Kd6fz+d+C0I0EekRAPKeMn9QmdzfGpBPGkwCn2QdenLKzgMmX4EzBy0dG1APheYIdfZKaWngmDuB8JSVsmSV9D2KXjmIvXg6A5xa0s1sueObwu8Cvp47gaYY8BlQuTV0i88AKw0j3S+3aJMhjwO/FRJmInOcBZGscbAquuOKyJU1zEQowFZuPnTm7JauBSXwWKS0c19G5JZf3lnUy/U2Akk8Ex23G5OLUvaN5SYKXy2BwM0/A4DkDz4OnghyAf+QA2YUVphZPFSIAXGuLIsH4s20sZA6zv1OEqyuMFwKRtaxL3ymH+dUD0WGKk1oYjykccoAleKIsiU38hghMvQFsvwnHaQUu/G0iC8Kc/oZ7mZOdK9x1LSm+1Cy9svWSi/iL5Liui+cWz/pF9TGWb5OA1wwhYTC7AAK8D1Di6tIRwzx4Vi7aiylBt0c8GNuVke1AyVINVGEFqTZx3dW1nOQ9oKdgdd/bMnVqy3kcslQriVkBcVmyGgCGpHThGD/uL0VwalQil6YjLA+AYSt18Nw6l6kLal0EAwFY3+VygODIdKd2Fm/UJm75BsKDASQGtL3onF7PE8T4S504GNYEllOFQFzybFJ/6t7bMMzSNyg3AZPv0qGWd779tyA5ChcdTNadAtT5wLPldKCOOFektQs8Eyb2UksWIgC0xHOXoWCXr+dhjuPDPzVC5SAM1LUxLVmEAZLiQo7hkDCnaZyn8XL066kfhmEvlsr4ZX0XsxX8PUu9KWKX6Y3LUm3p0nhlhTHBUEFxMZw57nY/GQBD4gRdC6uHj5/t8nuWlpFZoCWK/QLlXAniGFgB7GTdJBORlVlTIuVI0n1pLQFlZDBqTIjdL5M4qMDX8UykAndHjGtNPzJAIg7p3F+2JBLdQc7h8EEZpn7gfkf7vKs3wAoP2vaOUNfE1L3MoUFxGUli2WUXx23qLjAk0zwwdd5Oplxh7lnsfqgRpt6Ar9Wu4VlcDhPEYepSyhGlqUzYwuk4QTxbQbA34ha7XLFSGrlY/iHbVQ68cgTHYI2jB7YDPM+A7nSULkudpZTrNgM0GEcJ3PA9S/d2pPMyuIeu5ILq8Pf8iYJitjAPhoSNpiK7QA0vkV8FjCDiZQ9Kli79PDzGfXXBI48H4BbixeMoQYGJoJY0ksMcBLOCDsycu15QxWaAvxyvXk6Fr3DrrkNdIkEBBMBQB9WlXfAKXTyXcp4cElwqQE0oxwDV2YJFJKacrQz3eiqeSTYFLXMFJpkwS+s8lYQ5ihwJz2QEMN4hr6cOF/MwMpcUUKUHuwGaCODm5gUlkpfLkJoS0+i4istLynK5VG4cs8KBOBNLEQlD7GauvLoQl0ujbA2/F8EIVLy33JL0iRXwEulE8LwpyTknDIerfxJ45mHpWFznLlRr93NBfWDn1DORdUAA3o5LKCTMGFNRBmOklFyiwGRkZmX8cexqTvj1IyMo+cp7WWwcMSTwMC46ixEwCS71s5qsBEoZUHPiqY8nfkvcVRqd5qFxy11i8MxhAKwGdfQmd8mFh0l3xoAwF03ikOzCc46JnJYVljFZyK5MsiAjmSitlzcvfHTPlTpOGbHLLTyTQFwKZlMMO7J0GTUZnI0CsdFBtMDOUtKxeoD4SeTrqdNyojj35VQubtmgPM1w+QmnuqxMvlc8VvAT8pIx0to5upDgYMR2W/o9Mcf9glcQ7K1DawLgz3ZMxu4oJWUZgGd9Uga1mPJhwMuG1rHmVTxa3cspaaTOYvHIiGEbAvVAtyDjQ2vCXMPlAtO6noCsyaaSFUQOYCXSYUA5VB0e+WYY1pSRn9Y3jlvhlKF+tZiId2fEDSCHkQM0dsx1CvCTjAkXmzGWvjkkpiGO8eEnNz4MrC4nWQytgGfTpt4IHkcQ32rhzxYGcDZDH+GTGyAXDAnqPQ0wRjqibPEMcrDlADD5UhBm6zDNSNIxU5YhuTDd0sjRx+LWvQunk1zFGbxUcUJKyoh0OU8L2l47uxNEDnSWFqUm4nKJfx+T4Hx1OT/UgN4bzy1Wv7GgCsNAPxflYaTgHhwzK1swpsH3djBFrI5knge+O7aOn3jBKIMqMr/8hBik2IIdXT20pAvoXMDPP4njmUwKPAmUnRvSmS4j6Mt5GrUGf7c+f1ofTP8C3alxku3w4jbe6GyJfI7EM2c8Nh1dlG+T2OrC5KGI+oSOSBiYVBhFxi0I0AxwqZlZAasW+wbB5ZJdcsAnB8ED8NVV6rMUKDlQwKAAdSqdi1xCaU6jsrKblitumE8ChTLicqxnnWU4hSz7uLrKCUDbbA+qXN0ZdaaTiHNncJ4nW7s8d3NkDChxMKg8I8MYS7u++/I1iWwnW1B3pZJbBtSpZ/HGYpLCs8UiUO5T4uphMHY5i6Uyt0AViZTg8W0SwaiMIBLEofKAd3SYenAphzkIqN+joFx6wSDZ4vOAz6Uvuu9Z+o0AJQxA/DW/urMW3KU4lDXMMXRF6VjOFgKUZNiurHM5tus/7n+G6UWmZFxi52HoUkvHWoKX3d1gtVIf3a+kq/QulzmkwcXFf64uyVkKlRNgSJiC5xZqJ6URnqzlbNMYeNalxVKzdFyySiSKJYbKRTvbDMNLSV9q5odG5xUAeCYBD1UBdbPOcqQlBc9JGDbimbvESCOsDsVlkFJ22YUxzdwygoj8rpIDnSWy5x7rLMFyGQQPAkOS9WXdgXfd32A+EfnBNE/ruduIBwr+bLF5xxiTkTgJwujwPCCM88UzkdxcDNEAHAYrwBtrxOWljv815C8/dbacpy/CJ0vWvR256I4GnkWGLWdYApxarpemu/UQUMugs7QQVxdM3hTzKFC3rVIEJpE6S0HmsuxuLCmIywMKVB1RHO/uHbvxG+9+htlOAJfAtELuuowJdDkJD5YF8SSC6hI/EScjXi6HeRMfKu9eXdJaFo/Vem5Jh8nzABiSntVHtt6yyFK7ISmgbaO/9XpqlnLBLCeOZxfxFJfzYHXfkLJQRFe/npOP4q7l5pwqIbg7zcPjjTnb9dY9xX0gO3BhHramCvZPqxMMdoEuWTCDLTWlMo80gUsL6ZgrLwNxOdVBlXEZuvaR0fk5V0mR3ujO8dSVXmGAoHwZWecVBtgCLFk8gBTJajA6rtUY5XBc7P+XLqAlaC92I7Oy4K6d84IH3BXnBQNzXg7MS86XOm68pvg+8Eze/6MRlEOgFsS+lQGl9VdjNHiobjZFDW4GaObZlWqMLvPu54nrpBoLrH6Fx4R9QQosiKHupKRpCJCg9JoqPKcEl+5c3A2pkzGg5I2L/FtQr8xGvTvUuVjKwp/6Sx2cKWE6urMwiSyLstJ3twY4ACMul5pla+OREXFZ2qO7I/DSGbGao0942ZVSOSTxTHzZdQC2k8igkAP73B98/6fGrA9abg0ziXDSsM7sYG5nPAaUl0NeSkf6TvlV1F/GNF4DlvRlHLwJJ8BAyRXvV8eB1V7Dt7JsYy3BDTdIoRDB/vXAeKmwdG98GZZfrc+assvEKZ8AeNZZAfTDdAmT402jujkZKVlQxQnpXCa8VAj1g3DWDnYMuGP5xKuXWiJByeWvnEkNq1PJgssJbyPUR/7bcF4wXYfPmF0XR2zcJ5j+yCwMutfNMCiXyZ0rW6aSDnPIJAD+BIR5tjDvpWASSeHWVGmG2YqXr6eiay1zTq7nvgej3ZAW7AW6pYKQF7FGNRZ08zgKz/ZhbAmCkkZnurocstcMXhMAHf4sli7SF2opi6V7lipFtliMD3Ruwf8SBS5U8Vrdu6S4k5owDja18KxctHdMvxTr6o4JS12GxSITDMWcywHwXDLX6RzYLQdY1ne9ym/C6QUDGPEhEqqYR3IKU+4cpWZYOveetXSU9YzBpuPNZVajs+VVfWR23PY2DIBKxh92ZCRrBiNpcZHdZfZRRrb7BAlTl6wRvNSHOraXOiCsMOGdxRjl66lZOVDkGFIB5qg2dg3GIUdTEACmlZeX6jKG5wFtOVz9DNYH6vOCPz8v3+LFpmVgc9o8w/t4YxHA3HLg7Ji7IwbmqAYFbkmFMsYB3Edmz/RR/Jpn+kUHZFpKSqi7ZNqivvM3U4X6FhimuyW+a/oJ5Qf5yfcsobuEHIC5eP6wAkw+VaAAPEYYrIEtu5m4jAN6SXEwDMmB+x3ff6YRqxZWtyE8t7nORajrSbLCtCXstyMMgOd2TEB4ENKJg5bSnSdkTXz0an1wlzPIqfA8MlBHKYs7cHCfEjyLzIIZjOmg7ihyxR104lIZT9hxTC55mFKQHxolnYu9SznJZQ7gSzt4bq73LMRurjeBIXmj42S3Wgzg/K58+9CIWIf/Lb6ex/BS9WAkuZM4t9yQrIA4PKuBcnjAkpujwRzgHayn4+jqYn34lmQxPiRXcXLvXPqy9YSfiEEQfvdZZCt28f8LFUDLxdV14Ccp8E8Xgg6GPLig1pyUpy0Xd73CDHgmDua4IwvUklNBmW75Ttw8m4yzh0aogfEE7AoyC7515jISAxfPHNTFM5dqeG5BOctmizDSchgXDlkqBNhPq/xD9thCUXRjZBhjJB6rB7NmJKkTTH8jQEtn7epXfWxz9yywkt26uhgAcwd2AOfCGAxqUiHMhuck03jsHgYL4mNdKrt6UO5jC3wWMHnv7j4yiyFfzhDAoZItJlmo03pRHVQELVn8MuIvoxdkJL54eJoAWNWXpkuvKf7n3oX949uD8WcLOs3X0OIiAy5V5K5csvjkC3XEJZ2XwXc3pF0AY8il1AR2yhgwxzFxl39qZLs37pc/Gq5+bR7wpTvUnSvMw1xQ8TJnByQOsyNQGDeSVCgDKoepSwrMJCwS/tEYLN7Uy8DR7fGiHX8/xm7XURCvq2yUFXbjvV2m393j11PvLYY6VCIx04R4VrglrXmqHKXLBIai4Nli8ESULnISHkOysjhoG/RzRQLYXcbx34KyOFYYqBz+SF60U0uLi/BSvFyyMi9huqXIVleCpzHOpHoK4lnA8av1UIBmoEudZtZBLOI5AEhzoo9EZyrHg9kykgWhirshBd1I0nFrDKilLJbK07ufHSUsM3I38BRBsReynseYNKEcp8ooKJeSNVlMGOd40XJq8QwjjFuMlHXp6LhL4lV/ZLYXL1sovLYAS3AZrBmUGTDlgcv4ZcAvWQe+5cRZMFsE8Z96+cQLagnVDXauFQCZNY0hu7vDuDFkd6ojHplmsBEwSZWBOP9xLBVAybX//6+PCVSrDznPso7uwpAJhoozlcs3kaVwdPs6Y3GCZ5Hx3HW+sq6vrlLCwULAP3iwOCiHQjJgrLsi09lxlHXWrijHcyNtBYrD6By5KwWbCWHy0eWT96dKo+DO9AzIjkt96cKmeEpBIaGQW4NB5TDXczC66uMGSkrMVGy8Jrx8Wt/rbNnlylQ/mwG0hO8u6++jcQ+AQF+qHQfUzXxJuRTYvSQRFOTPiHFSeOZuJFDO+kxhFuMnUzzrMPphBlbD6iDIwaRRT8xeB2rLMSaYAx+/PfWg5fCOwnUMCcx5RwRIBWfH7kvMWcAnGRxgQTxYYOU+gXmGcfm4utwcpdOYBEuZS0eoa2WqT13py+Ky4sDZYhKU3T5gcgkbTZm4pLuiVJOtZcibV6mATccD5G8oX/5iwDN3Xa7LAYIXnlun3EziWowMMBfwIjCVMc6uLtCRgQLAH65PAs+EZZ3RhEdxmvrYIoLyJV0Cllw2apQzMtj9xH11If5KSh0JWDpKnYukgqDEM2BcOgspMoFlgCZkhTBSKJbdEo+VNSLszPSO5Sc3eIwSc1fyAKzmiOzCRKguqHvRkM5UDpaLZwoOw8mBmmQ55V1Bxt8V+4/GxgP1vXisoDt28I9Y8EcHxkWqYdi6MVwrIN/TQcm4dFyYHZwAS9MgXsaNLF/xgsm/jTBAxsDkkj7q4FlncZhTNm052Z0KihXApfJWsNRL8fGJV+k4tqDOiCM2lSb+t+kwEav6EvkS5oqOjhq5Zd28nhqM8GeLZxE08FTBak9daxRkCo8RAmYbNBs19t2V+jxg8k/UgmC4d4ESZ8Gtg26gXOZKAAGmOuegIsP6kUow2zm17LgVWWrLiMHwImPx/JtwEJeBwkTQEkMdZveYeD1ZwWUESP0gdamixLjowShmu5NRHOa36Hi2zJX6qP8vPSZeNHw5SRNS2ck2mKx/b9kX6pbHpkwM87hi1mdlZ5q9ArgEZPy4/DtvwsnzbCGhtkFwRG6FIy4reekAKEYNrQnwRqS0aDSPPzIbWoinhlugq2VqTRW2m6ylL9Ol2jQSUyT+ouHDDIHivPr436Bwx/SC15l7Sbz8A03WAZ0CrM4+1BLPEyoHcDM0SJj8ZSAul/it7jJ6Osr/jmrLCWoJauF5svHEX8/6lhHIlJPJVCq7qTI3xzjAVHRgWZEUiYdfykofzQxnHzsLGFClDNB2V6F0Qbzax25wnxRg1CQrW4OKjJ+4TjmYukoPYwzDxu9ZkgD4JQxmOUYz2BvBgwEkDKob7HYnKWc4lgUlvxd45j9LfuLFkyAuXQVDAjpKshgELzM/qCUDzwSqKCncuutBE6uR3nRLcBBB/UCDZ8KsHC//FsTWTSAul4LcxXM7AWAub86d426gO7lczxQHwDPJy0t1oQBlBNb/XF2MCJVmCIlpXC51HIOa1MQOQNYlS1JkSIXdcDOMOQgQfGU34N/H7iteGLZcz5hAyVJLhSwFKk51mMsGygK0XY4kdZaxZbGl3Pi+od8K49N6Vj42ckSuv0FKrhN0LqXs9Tyt2RpP2NZILpwjisGCIG8nKVCd53Gm4d3PgS7VchGreZwFzHZEsvLkG+guGAZ1cLCaZ8viPVLiMSSIZ5O7b8aQb8JBJ5VhvUiDhJkQz6UbY9IBHWfUk/AM2XGpsAULlBL2SWQv/Cmef1UJnueGvaFaF51RqXzFHcjEUIT67QU5Omspdfk9/STQLeUM0zIrX8WpWUpNrOmJVz9ArjvYtbo1b82Qib2glIW6eCRmFAR1ZUsOwwCYBGY8p3kcL6U++Z4lDpjrnytbmsdqDinrudib7sZSedca5uptjKCu2zAMlPLx66nwAKhzAeqCfpjORCl+qUOB53YakvXlkFLZiTTI4H6A36UvuX2xGcC9JJFZrosXhwvxsmEL+Dskd5nF1lzP034VTmq37roZnwEl18HmN+FkOZi8DEnBc8vJZSpTXQqGMRBvhQF2PevLAOVuQjdJo8YKiHsXZJt6KbX8vP+uEXbATlzSEbsHM8Dfs/A8NawGA3MYqZPzSXyak+eZuiOR8WzKdTdeoEz0N+9P5cSBx23P/TakUXbP3TfuMNvfmEHq97KSLjEc0+upYQYMSenFyYS5tyzuKtJ6MoJqyYDZnWVlMkIxZBPS970aqBg0GZzxkg66dzkwaMlevXtDXOrzGKBuaGGo49nK4QBLopwk0EvBPhCXDOafqdvE/CYcFN4MKFkXnUumYOgGr+zOXJAmL6W4DNA2cCW4DJhzPGlOiRvAdZupGNOw8qv1pcilhuSKYzExuyN2g9doGrymIgzSVZyRXI4iPMm1j5F4mL2TS2nnIoM/ebUeJu/H6DEZD3/B7IoHl2w6Vs5MmbWlg7jsHTNRUqbY/Udjg+kVEK9MuYS/4+GJvNQpdppytsnUiThKCOm4FYjLLe4nLKg8/6PxpWM/TK/TgOEvhiUd8XHkbCQGSHxfDL55kgOXLAJVvMM+MuJ00JICKt7bSRYEkMVcDxiexxElWI494WU0mAmJpx3XL7VrzisMEFpL8LgMT+t7CwwJqFgSZaufYStucZj6VAlFGB1u4anPS2nkWGzH9K2QRNCSK5zfSf+BbJhdy/OUyiNXKuzKZp1ji2NiE8cDjF08l2+8Ln+4QIkM+T1Lzmg50hIQwJLrMDKZfgJgOQ9UBSbhOaWaizyP7GbrUr/HuO6StXzB60D2eh4ZvNtB+DPl9EFIFgQhWWcZjIdxl8sG4yhsHaZiAJ7LZeDo+IhHxl6CkSgUQDnMHQdeCioZRRxAysJMdfl9lMT30avhmcDcnUHbLZelewbcNy8eaUtwabcMVsBKGSrHzm/jlPP28qdszOFhU4Vnk0WpABqV53HRYCa8pHA9zCO/q4TxuxG43GI7l3PLqYWQgCVrcpzGyGql+NWJ32MsYdx1auUwEuwA+Ppp/YeB55xjPsEu6sLUs4Ksu2EyXsYSUFIQd8fpOFhDX4q7Svm3IFCS9RvrKdlyh7+uLqowne1QnybH4gGcQmPUz3AAxrMVMG+sr/yC1z3ErihM7jBTxbVAd42xfqkTjGIAycp4eLyz25qBk0C/tzBHZhLfnS0Xsyw/NC5lsTqeWD04hYCfIYwU6hmGJya4yxaGlrMGIWEOy4QJyjLchHKqi8aQFq7YzHPFm1epsAypgwj4xPoTkTPTpTX275mldU+Ex+CZg1pZ/O7Kqws7NxAJa7iTAkxdtqbciUx4ED7YQf12O1Y57W5kqUZ5130X74g/y+a99VviDo9f/jW84okeFSYYqL6cCt1IGQNKuLUV8FxnMc4AU79oXyY110L+3nquuOI9QT+ExDuFkIxcN9iUwyyXdK7DXKZsESbMRrtgPH9k5SygctB2jK13P0PpsOaHIR2dKWIupWAucicuZWXguWUj5mJIJvoEmwRZeVLrQ44kFZay8FfXmeDSbreF11cyKGncD4yWITWzNepLfWnEXac8ipdSLtyr9UviG9MJCVPE8/CiODJZljWZ5WKciou7ISlY7deZ18EkZwos1X/PEqjyZoCggNObuWNByYIwEhbsQn0pkhUkXepzEpRBlTDDsth0tz91dmA/waYtFGZcQh2dTAkuAXyZEzCKMIAtLqpI2WVIBdAkeAKuJ4C7wU5WJDcIjq3pg0EsGyz6WNIDgFtLNQfGny2ocpnWNZysyZeRrMksqezs5JxuQufCgbg8DlAyvj8VCukGwOl9LAN4knIeKdXAfiP+pi8oOcMwAO92BDv/aIRalu6Su0txFcRHT1kfiewItQwJz8ZDOgVuZcEJH3wb+hZgcmwUmvfWY38vUGAysWFBeeHZcoLcmirNAGVkKRRJT7n8Jc0ioMoyQFsJ+IlPvkyiChQPexKA58+1OnzwR5+tpYIbLFiAdtBNOOLLMZwjEycFRgbZIBUUMubgbRJnXpK1ZdH4NiJ4dkFHcgJI2F1hHZjWKDu2lqY84UVeYc6DcCI8Ro5vvwlHOuL11dIjs3WpwzCsuA2gIcJ3s/71vOqkNYs7OmjZBMMO3iYRvFBgGouSAn8l4ImBP2KcTFKTETouTysrgViKfxLSYlmESkZA/3F/Z1dOwhX4Vi4GNZhLgpdObdwuA7R0REY6wIE1IjEIZuL7+OZpPXaQGCgY6hI2VRyMBwDBJi8m4ilYjiSXbDEhZS5FLgI4EZ7H6TStULnrUPkY/UOjU8is98FS+LOFAQQdmPMi7RC3txrMUZJSUkcG6+Q5uYju4PTILMJ5vrrwBHPS2GXwWZfrEpnFd8GgpO9mTTwriPe3CVk6Boz0upWhlo0XVi9JLKUar88jmLoWKAfVr+6BCUdn87abJikFGZMpoetaXIfvZvc7tp7WT3ljUY6RwUsR+Bzm1GA449cTA7WcxJcjnQXL4oUX4vKYCFPnePVNOC7cNNfzXMp8ggWRkTvioQDOfcJPY4N8+ceF9MoByuV21JRDslQ5wEFkZfd5/yYvXVCIZHroHgSMLDzAIZcWLMuA24sd5ZAsONlJRx4vB/vmuiy6DzWOOS+lphNpwEuRjGEYTO7oGJZnOtfzLGeMY43DQBVfjhFaElwiJ/07b+5dXNzqSnAf+IXjiQgAndaMnyhswTAX0ivjg1evI90DEQrAxfHtqUupMIYzmirOIoT0yviJiOeSuxNsN7Bz+paVLd/3IkGZ9bMRd/U/Gp1KVp+QMI+pU5GVuYhBQdYn68mUcx516duYMoyRzj3HZIpnC1TJCve2sS6nwrP4E3x5OUemS2Smu24GLFmXObx4bvHiqmCMdLzIBc/6NFKjMBUnrgRLTdnNk7C+85KO7olXQ5d1mPM4gWV3KR7yRuc9mLlQInh2g6kkypaUhZe6FMZNFbjLusuvo9dTuQ4qOvxS+RZkBam5hOFZlAnMIdoVD1N9Eo3smTXiA9zSDuYaWL4kwUWo4kHgCyn4kztuAzeAQfkEc9bOJYgzwAluxRYdcXkgYu9diEdkaSwBUEvW5PpUWQ4Ac0tinSXLOfJ4vHRGWZlbQRBmZq708xyI4Jnfy63vKpFSsisH+zacRfbFMwedwQnJ26UdYvdSplDD4AkI4zEgL3MrgIPCOMmdNx87c+4wdW4Fkd1iXuZJJHjqMgZ+C19fumepa6hPdDknWwdTF9x1eDkDV9w34Rw4bsFg8j4aFsxySqZhsP/b0VDyDF9FowZ1/ANxqekAfO+SSDcMg10lWGD1CJKDYfBdmAemMXHDbEWQYsFd8U8CtJ26XOy7P/E/964AZc6yBd+6nmcXqn6ZBM+KGwPmEcvNwwA2zV5cnJBuJCceRrrMMQGNxOI82MtYCvavSUjxEsmyGBIWgRojL3OLXSYLqOJEB+Gl4y0C48Ih9UFjT/kkK2dglyxVRsCPavw9SzzSmUVTDwpbmABmR6jjiSegd4E5rXISp8zD4NnCkDDe6QRkiOCY1bi79bEzdPoYlhkv6ceBZwJTv8wRG92XRfi7ipvqqwAl3H1jCpM7cMAcfJlE9trSObAoufiznRJJB20bd1ZYztMUeZIz8YsmZNhkAdVaygbY4k04UEvnlOs8E6h+d6WsHGYJhreeEhALNKqb+SIAWzchpx1zp+mIS0EplYuOyCHfhIMhn4pBmVmym0Vy4HSJHczlr0nGBAWZsNRYkUZOcNJkvBORUtLrLG56+SYcbklwUCgBNwxUafAMc/UPA7QE7QJWE3IRz2QET1Koj3wDK2VR+H7zbRKDY1mcAA2Gl1Ct3gtGATFf2m0BoIrHgbg81mnwkrK8d4G2ThzPilToY8laCmYuVH7tn+7s4jBQ1sexNJItV2SWgy2l9t5bL73LwDNHPKnTFk+KJOYlE5cThmLjJQHYOVWSPgHGBGQhJ3Rd53UG+Inddz+XXkEKT8C0zKyz7oQcHeFPB56Y0hceL8V5uTSdBCc8J3JOORJ3oVp5sLHbf3Kj6Y6YBpk130+ypByIOAWo5bU6R64rNa9i2cSSAn/pbqn134SDL87FZY6/BBwILrl45oh0PBPuSjtQwlxZkbGEZQCeSQmW3J51e229xWvLpWQto6SjGw/qOOPZbXSOw9ExJFCHnYmIy8YakRUcl17XeHVB7U/Dx3Pnl0QJ4CKe59u1pjGwOisuz93MuugIsG+pE7pO0w2Q9Xcj+8r6T6t5Wo+daXcn2ZXl5EDkMhcwFIwpUrkUGfFQYLmUMIcJYKwG2w3n8hPhaf1E3JoEO/dcqLOT8Zc/L843zFMGlDWe3XHJGIm81NjT8n3ISS5/5FHfVW5lxn/1aj0rQ6BsC7RrVzwgeQBnPQFgunIkaQczKhODVLB4iQElstUYnU0yvbd+xMiirEhlbN6EUVwVjY6jTyKgHeTtUvNgjLMAJcdGoCU65a0ZfmK+d8FfK9lyGVjdhQNs3LJ7mAGUQ+0jDyAVgq+jZy7MARlbLgGNMXWlrzQ6iFKfn9bv2jm8rO+K3yxQJYAvfzCzi6uAzunWMNMSanlvubgcL8wAJeWiwTAsLJeveF1+vAyWXQY78U9iKYu4F+VyaYohwWqvJwBzwwBhMBZs6FAtqSCL4eP+YQwX2HTPOpfaqaVObyTF4TFTPbQuswu7AZOXXGz+ju8GKJlazT8a8cyxudcOgBVgGUvlqYJ48YAujGxUwniGrZhYnPQiB12YnGFQmL2XJKQZaJvxrnIroDgTDL6GSnDpg6XYmi3kSE5ka5hMn4YJgG8DJv9Z9n/IzspXsYNOISAbkZ6CIcGQIA4vu1Ml6E86srIUdMOAErmVibMIjrIb4vj11Cx7pgZVLGeAvxn2Ig7AGFB3quB56scui0O18gAOOSZMzDqyW1rLcB/3f6O5DKyOZ69zUAlqGHJuyeJuZIrURCSCkoNumAGrX5AQ/dtTD8SbaNQcZslFPFkYlqH+bUhZRAC++DV8qSDVlpri3lUylwA5E4ac7bCSHWGjgqxLLucSw1LO1AGCcrZwXKgltzAU+2G45YpOVs6z++5nGc1IEnbgVQa7B0f82cKfL0m8zK7BEIP7xL2MKSIg2Em1347+6sKQBIxrsTK8XRDZii0dUBLU4PGSDpXDg6GOT5O7mPCgrrQLyk1reptEDph81/0A5vC7dCmI53LpiwIpNbECBFkXeZjMOjaduE5t99X6ZhIYGDYPBfuCWqXU7gyTF56tyyxdK3jBdKVU0FlGw11OEkRka311OcXglAPmdxjqmDoMg9kl13kM586CeP5IMNTwcjZELx4GRAnKUo3FL9KX1g19jOXl5cSzYwNzyo0+KAlLlkJ3shiPZ1EasaAbjy0kAE/MtTp0PM+kn7nLCHQ8u+GJ18sZcrA4fLLkum5G9oIMWBYR60znJZ4XA9u52MIHcHZHXP7Em/fWLx23uO+RSzwKjNOBUpA6KPI+RkeZN8QxCcQeyRQZzSPjrmM5TK+cTXM3D4BnvpzEOaJohWJeNoJjK9OXsr3+kvLtt3jpgFpi80aA7tnGKDXps/tyBi6yspxKusiEJ5QVacRjLHWabqZc6oA42P3Ei2FLl2WgnmQCY2cAqCXo4DPAtS7FlcNwa6pI1i0LKrIa1L5I+mWKbHGRZhZxyGVsfZvEgf7NwjP5JLC6dUyVy7jnbgMDnTgQvhGftlAYt1xaLN1dkScpdfIbCLeGKQOFctZHcc9xykvY0vdSV861cwpeBlv3XQaXsGUR6tx99XfsA9auxefIi+4zKOgN5mwYKT5VsqDrsuylLobGYgQskf/5JhxJWPIvM2UWxLMCakElwRfxHDCX3e9cDuOMpAtoZseFKfISz8r0E+huyBL/Mrb+kH29+73FpkJQQ32g8EzGZVDA6sKWLQxd5xvsWEd68RJmd9xsrhUmDJoBdj80St8yHLcRREQuZTPRiYOSg8hcNwDM1SJlEXcWR/NvUUAJdxlzJ/3bJLB/FcF3QUuuNOIvAypfOjrksr41z7IrwUsvxB1c0peBzavrE6Op7vAB41jHMdkd6GNIHJ3rB0YvA3EpK303sPTVBfN76GxQTxBg0jFT2FpOwoIBJltjfdyWgZX4NBiUCxOP53HKZ1JB+S/8MQhLxApWKpQuUBUYDIODsqy4uszZNw8wWWTw6IJPj6oM/NrVhbiUlV6NW8dqUMUtnXsLf8pGpBwjDJCVpcIS2Yj0rUApX0/F5nlEt7MwWzdM6T6JS+VGHM8cT003jKtnpBtGTgWF6UeCKkrWiAz6k8uN7O9dy2FKzHvK31GGyXddMmBJZxiG5ID+JhCXXJxfre+ld2F4bvGsMx2+OC4ZD4+EqvAMHFAYaRRMpcilADJhZem+u5QhMQ1xCvfQGKRg8oAHVWSXkaXFzV2CJ6/siNXRwHMLdXDYaMJwSwJYfHLnlhwyDPx5LN+Ec6lRGemWLBhaLnCEb4oHOpc5INMS/rbGFDaCb7nZHHIZDTGPAar8hLu6suOkyWDUtxFGwuQOw/MsTRvxRq3BwzzMOZ0t05w3snh9oQZwvndlXwajUBiLYbAJ7JBNfcqDKYrHC6eckbsA0LYR3J1hSxCRIruPqyvzlzOh8IapyK1jsSNMvjWk85IW03YZo8gkPuWy5QTdAIjLZb2PrNA88brqXT4LUNJ3ezyoeFeccik16bCR1JRqo5Q0zZWpLge74i5nwWAqu83rqc0kEtMQdzUPFBodxiAeCqkJdUKhxgCda1CLuaxTxgGlJwbM+BavK86PuOxbGPKACSK7jlsioMqdM2CpFupbakvZEr9Ll1xOHFK+Wt/M0GCu02PYeC01d1n4s+VkV6RBBm6vv9sCbV8GuntXq7WsSEtQHcM2s3jpTANF5rK7LF6rR83JIs8wCmYFrI7AspXBS3HErpTdfZtEmEH6YjVP7jb6lz9rEs9gRMw1nP0RL7lXfZpYp5cFsZgoxxhZKLyk8jJuvPxH4zgYfGtpITFLYuCWIqVFH3hSYO66EwDUwrN7USJlw0gTOFP6AG2zu4v+u0r6eQ6QpUvW3O2iBmQp1A9bDA6+/VRbGG4tjRpHhoG+t77U6YMdl2D4CrekxdJFAkIxCy7pW1J4JqB6LyUxDatUw5BI2cebcCTITePqDjz9SDsM26wjJ3F0KBgPJkfaHSDQJXfqZspyPDnSLgC+W7rfMb3i5cYoZdH9cuK5nJLJt7QOdpMgjzEVR0coIouXSxaXs8nxeLucEAMgiLMCT8hLRxkBb95bH5QPYExZEjNAimB1QORySqRmNpKY5TxyqrK17EoYqMUVuZySn215dWGJ2OGiuGP/RkAdDTcAqMitpUgeJiOXLkvivYTvcnFpFxTwBPyFT51dNDxM/e6O9VI5U2Q3F113KTUpSHw5DOtktS3HZoYg1bikq8vxG10JLon4s5VcLjbIu5K7Iwb0wxYhGjpoiecAU13CJtNPIuiAcq7cId8m4cS5ju5eswT8Kt1J4c8WhMEAyFyGjSKIh8i5LCvTPNNgwZHBPMDSNwhOkR8aQcmb2BKBcn85BtO3BAMY5pIIjvDIwLriJSGLMhqLO196Od/yc0Gy6MSXw0hBJ57dAysge9bSy8lO+cQ9G2BLATGXdFBSOrrWV0/rQXkY5qofUg/cQzHYoRg7tJqAybeIoYvCAmYZLNDBpOzG1eWksXl2GY9he+CL1cXhfNmCkSiOb8DwbE45APJ40rQPxOVBa8x/Li/s/2YyXipAdbGJz5RQl4JSCuaqmIqXqofxpOwk4ua5ViNltVCRo16xJcfLdJivT836QbkJ/NliWJbKW+CzcLJcB22XLKhrwwniWZcUR8+YEjxRyvoY7qFRcrnYWGSM6255BZGgEwSX4WSXmhkAkwdkgMkWVlfphFxiQkz3rizoWvCJw2cp+F/trACT52Gu5+R4tnZjl3UPAFVfKjsYPCDMELoNYCqe/KPReSzNehE8t+NyacosqAPk8CwrKVBDyjm5jmLX2FQu3ahfxVJQAu7iy/enwiRczzBp56xl3RnlACXcvbeg1qV2hCdhccbkOi+dr5xEwjKXI3cleHp/apbleS4z7dlgW7BpADfDslKasiMPwLlrSV+n71gSkANH+7vlOGL6fzQGAH7hntwHhm0JLul9cekVWKBlaYECX0o19AOp8i+NzXIrDrjSHb92YWfZLVMJzsUxOfaC0XTujWZp+hP/ubq2/HpvPBMGg5Z45iMRTyTrB2snwi4jksdbbps5Qbspx/sq5DzZjilLGNcP/tUIs2SjHunoEtkEc0NlF8xeNwBUl2queKmjxMoXTc5dKT5xGbxkOYws/sb7U6XREoaY39ssPoJL65KSXVDcS5eOLDJR3DKDz3QOWlxvvmfJtVDfP88CymXpBYUZi4EbiFuBuAz1XHH50gLFdSsVnGwYaayEj/s7ZWz+Ki0Hc3ZsxDCYerBz4qBjNYnLeZbBLmF5IHipU/xLAUqk412Z710MZaaUlsaOCPVkQhKbeZoBoJbL4pRLwFiH2ik3WGY5d9aZQro0EZC9yBTlQ+NSP7Ayt8E0gdVlL00ZNias6WCsvBySWZIOD4DZkSzCs4EucsbkgKH83kdmYTCod2EJ2IIFCv5spZTTx3MLVRnBGPLLdye1chjuIuosFZiFuJQV+Wp9P0OoY/WgkKVkK2tKqdIrBBuF5bden0zSAyaYw5c614t7F+LDygjg7e8Ffue0biFBybJYioO2AZndcXpGtvAbr9bngbgIkyBiRi+pECg58NzyMKUOIyfNjJQYEIyVm8G2MGGSUmrpIl+TcMswSYmcigesEhkcXcstMx7mYghS4xhSPMQBXlKgck62hmEWX13St9SfipMU1yVSTvKr4Yy4jmcStiMXlFwDTBabkBYB09TPXFyM3+KVJxm3zSTlSJN4BvcBShrwmcVLx9Id3XVYqkn9DwPXhc2n9XIA+KXEf9L9PHB6HcK3ltwlEqp4YJ29Ah1xuXT/n6srIKYJlkhZcXSYCp4VmTA3UNw8ow7inHJCPAWDr9SEUZhaQTPENNKByK4jR/PuZ2ct8aDEAaaKE/w2QMn1PMVjggHJgEmTt2yUl9Ns0rfRlCJOE2pnczgM17fen5oBS/ABso/3mqUC4vIuwoARz/jWJHmwMJUjgu6ZGb8cQ15djp5lv8VsBdRDyWVOsRwGz2XjOLn3sQRDWfxS4PQxl5N7e9d3X61n5fcBlUt9xGUpjq9vGmX04hnZ67z0ki3sDPDx21OzMXwOQ8cTcD2TsQt13ThZnoGHCUWXT0UeAJTLHxaXI11HO7hkLelN9wfw5k+NPQC+deAFf7R7kYvOpnQB7QgGMJ7FMrKmkwVNy5UJFlxAdTfeKN7EiPyN99ZfcRjQNrOClAQwHkOC+sEgyGJVRFw68eDIyzKORfBni+cy609F/q4S57KcJMNA+XvTDFgKLulbeAzJUnnpdRCgQ/rJGJNUo3x3x78FOSlHDxayJS0aYhDECtBEMAVVLmVaGp2FE0f3KCYxB6bwLRfVIyNMvhzoGs4H/HygQ+CQUv+24GIvOAHuLU/F26V7dgnBAKwADWsr8OJWuPv+1MkI1AqsPhxe+jb0ptJIgbaMXCpPdFaDOXGaVAAAKW5JREFUP6dja+RKEZ7HAUBSl0LKkEY/kV9PxXMZlJtgsKtAFbPs1iTLQHENXPsVJyuTr0IqY/8hk8HLSn4DYeMoKaDELUF1+N+gCSytj+NYDZRITdkN3N0ZpIKrB50GAKpIzNYHspeO2TS3+uJxNGoBA8qhWpKF1T02d3djqfbSCM8cprv4yCzejQKTLwEMzpMsu8Fd+qIYninsiHgvvp6wLCitXT10Hf5lQB3P6TWJD61ByUvBXW4Dhr8yMx0qkcXccppQx01yQT8ZLB2lO0+YFTjCE69MzKauy0mjg9USq8vD5UwJXanPFDfPFXd/Yu2OcdZdEnGq8MPilyQaQZi8Z70JdBfhwRilwpIFs20sAhJx+XsB/+sgJ7mXZ0/rQXnDalx2dY6NRkDAgJLl0qnBHCsuZq8QS+tjhQyTLPT/yyyeiZPLfhc9M5jUZMtZ47nlwTgHCU55EB/VJn3QVoq7hGUnZXbhLkfuBtMPY/nHIOwsZQu/MPyBmqRALQ/EnewtCNW9qMvW00hSUA6QpSZZSUc9tivuXl2hGAAo7gB/LbC6JzBeAqTOlECdTSjYxF2GnGc3YHKJYXCeAadv8XKTBLykQKnh6Gh/Ert2MEt8egPkZRYHJYGIlXKuIO71yzcQwuS5cm8Z4IjLMXalgoVUAyW8lHk2ajSDwkF8q5ajfRMOVHFMJGDCjHVZwbMyecmiBOA5FWg8t5SaPKebio0mF9nFc8uYoCkBUMVGc2nkpJxaf/MqrUEnt1TD0VH6O4FhmzGN1KgGtdfSDvE8MgtkwdxJky2kHYs4cHl1OQXnDuo6ZBO73OCbl1vWGJIpL13wpEuYa7GLiyWs1DkwcldX6VjCJOve4lk/8EKRZ7Vs/TJQ5MtlVmZwaGVxdCynMNblJzeCcphqy3crsvWx7JZ7aGFY4tk60DyIoJaNsH9ZBnHG/+feFbSyDXddBbTEsId4ErOplL2LqKfikeQkcgk/P+NDS9Y5JLKPrJlZoEoZu1/jNdktvUokCIPNAxL0s3UZUMlLUzxzqPM46TgMzBIKycWxhdV+he4Uv/eB7ICHbzliwICSYJ0nyTEZobjfSmtQd2uMJRGmdVCR+iEmfP9NOFgdq2zagxs1mZeU/2KAkut0tsCSLbzwWjq6+I0XvEr8hMx4dL96yy7ogWNXNodTQ8RwEUfPAUJssc4sRu7PtnoTDtRjABcnilOTSNnl7TQAW8DnkxpoFxgw+bqpJiQrh5jmuRQrSJUuVxx4wmRugHGMl1em95pypIAJFfzO3bzULN0lhotbUhgOIJ4APIsYtheBJ9bkNbkwnmfmSmgdPK0P+g3AdZeyDAZVPjcqA88Ezxae5zErfBtSdlnER/Mcv4Fwy12KBCmY+oQJgMxlQIlfwn6J3ogfmy4Bx0bykfHNADlAyRZrrGD164ZTO+d4FlB0WXzphWcO0/owYMRvd33vCtOElgRA5VMRUXnqIloEo5uLZw41JCtMc7LppdTCnKwcFFwFavgwXog3XRfhaf0kCJ9sTbVkNbJMKVkw+e8FuuVUnzD847pSFs9zygpZTY4XBr5j929Bn8BwegktXQ5ks4jMOeEc5nQvdfrZ8gAHaj0GsXtH+U04KI4PCrsQ8MvQKgXxZ3ssdSv0rJG7pDSY0m5Z2ZVqFCR49w2EpZekZ6Ls4sXv9VmwCKgOAjTWToH1sx3X5QBYXR5O1sUu/nL/HRUvD6SnkCLBF6snE47FgGt1rBGtM3HcMiC4cD0o9BaXd/kknI6sT9+EM2GmIifHw/QioO2xKfYxoDrUcneSgJ/0Swqzpgon0pcxrDMpsOBdefmxs2BxBuYWnnW57H2dvpMKRUcEXZbSd9d0a6RQ3PLFcytZMn6Qy2/x2o2lTgB8NcNuoLutTZQS3CO3BghcrJ5FcBEqX7KW8dW9Swb+bJtJGqlQzBbwmLvlFBCXudWAA6aRKumOIvOs2TuK99aDtne9180zudxVRnc5hqyMeHbEs+XAlzoUrPMyJl/n9VJfSoFyGBgUmI3GmD4YxC67AUrCAGcWkgh/YUh6P0YQ2apP3QwL9FJ/BOO5ZCk8i6DimLjlRbOdvT8VHUDCrvoIT4IZnGNydFK9BSOhcvg7J4tkzTNkwDSUXfAEa94mAdUt7T6MxpExkoUCc7fwXDIRqtWM8R5W4iVyyYXJx2IW2X1aH9TK1pQ7VlALgZ0lt85MpQ6oGPBcbCbJFlCPcX2gPlNMvJPH1ZVHYb+lMZ5b+KOPp6A0hUI6MDvyYFxnLjw35CzFphi6S01QK5sGqQz7Kn405dP6rxzxZ/uJWuP1uRrU8uUYjClZAZa7DgA6R4i/Vs4ClPzE8kONTjDIBgq38FeuPRfZ2nXx3E7JRXUmYnOvt8C9GmjIbIRn7sB3PTzxClxEQCPykoW45HrGozNdjiHrnPdGQf+9SIncpWNYjn8LmrqBKAE4vZZCLAW/coRayqKEhTFgcleZuniemuzlBGG6WarHOJZ+E861OiilAUxFCoIOpWRBta4BcJnKRIc66MvELdlUtmSEwc7C0UFLmBZTEDGulR8aJyLIMQy2G40OKJm6rt77NmN8BcP+nQhqiVgJeJg622F18UvlsydesgiquNZZwEgFaykitxIWingebdCBvVRx6bsMUL6lw+BA31KWwU+8nDgDtgLPxKlh2LricowlYDnAmeal5ndGjTKeiUQiLl86Hkhh2Dbfs1Qale5/WQf79EC5W6UgTB5gpVqPKcW3ImveXfFq/ZSzUGi9p6B7OIF6QBrFoYpNjLI8TKkg81CEqQfu0iXgXyLLQP0lcV85Ok38wt69CagcM2pPp1HoLbLyru8IQ/e7iSHBs37Tyw81loPtwvKyVIbJuQjaZs2ABN08lzpypCaw2kd0O7VUnizeq7l7V1DOpqBkV1Zisukn8RcsXg6wBPzNQIHhT501rF8NDNurvkVkAOs7eu5KwPuAWiIur82nExkAkzdSMPNfy/fWb9lMxdC9t+OPBIMojR0MRg7gBHmGJhgsuUtN7jaylzkgXM/uQa0k/kT+2Bni8mVkNXgMF7PUhGnAUnlSCDpbFgd4R4f/VZIujphdQmWKs4+dLYcBJczNCi8DasmOXGeM08eQj0WY4tTC0fnKI+22QEvs39ZCfPihRqglVGtX6nMMiiVz8YXpKMK+jX5pFIpuADcD1NLBRoX3VxdrHos45cvv0ZZUqOC7S5rxjrWlBp9v6Vxmql2RiSvp4ml9rzglV3c0R6Ibi12k+F1BLct1qMFc4kScUUYGa9mVFkvAEtYEc6Xa5BVeTwVtD0YKxFJzaww884xHkUw6UjB3JfIl5szLVWC6b9x/MPIfjaDkjVcp8i33jWmvhmfOMNC5m5aX6r6PrHPsIolBrf/IbKP2PrbEEfMghe74b2nmAF1ppRTDlkS8O4zSERHg4ttvwsEzl5NwRdbPuFDFJb0P0BL7XqCBnchS6lrtcg7Gw7caqYleXV04OjGTE0xl/JFEJygHCxay7mYO0WAaER5gS7nhZkHXRYEpBfPlhbjk1rgNUi7/NqCWzm7qOtgnEcR/1Ze9sHmF5y7HJ98mgXoqqEsrc8thQt64yK7UaVhQu4xnK8/zSex6QeWI9Nwqry72DbITsUT2A2y5/7b1JxbvBQNLtuCTXtBh8Gcr/9G4pLsZmpEa8DLecFnBqcl6U4SpcD0P0HT7gF8iHhCczjDfu3ZVYHKGQVXgMfDIoAyfuAkno91AXC7xB4BfCqzcUT9Ru4vLh8ZgF/ANC8+kN1riXQsFAKoi8a6+GyyCZwLV2tXMYNAyWC/Fb8DxK17sJSfJrCUFaunEj0O6LH1hdmfaThin1gzWYBqKw0tuL4g/2zvhvzRmNZilYzkAaMvuE1d2l74hGswWfVfweABEOiiRmC13BkuXKed7Fzz3IF7SPwmY/FhkLAZBvHMMvp9TJB1queSOsL1HRhQeEuCKWJ17eDpT8PxxUkyRdTdSH5+IsIJTa1yWGNSPXiG5Q74JZ4RxRXqV9QNwL1Ui8UyY1TtmFtRzEUdcmjoA/PldUpamWWRZ+bm6Gpct67GLzfMuwaGV58FqCTNhGCNMNeWgeqZIZQmQgZ2xly2e5PKHS8aHV9dS5MCloeCZwHTPJsniEp8dG+sGcxBLWQlAx5WY5dXVyDISPukDarmr0+ClkVzuumc64n2A6w0S9YEKAJh8V/DVW7wOjMcEhIGSxdCd6HgCLnNcJkHpnu1YcxmjO1TLzYBVDmrxcllfdmG2feB588KzdTbVBJDIYMd411rOsBxjQjaCFw3fW2zFmRrqW1JYnllL2fxNOF85lrF078dwSKjbIFOYLiusVipgUMisEBi2S1gpvjXAkiufeEGB0e3OEpPpS+VpmMuco94FJN4M0AACHkVeGqF4hB0rpcVygEYnPPGSw7BmdlnS++5VHJ+lggRj/+aTZfFcMjdIlS7Xc/4S+d40K0A+MkLhsj32zyWGXAKCb9OVSWkh8ctw84QZJGDXHX+2o4ITAeWlXYY1IvmbcIJUI96r3XV0R2lLn4lQrQPfshVgN2CJcRQMlZK4rEijyQvFEevf/ZxneBkYEqg9atwbzCchjfBsQbWgroqJK8Ubay7CzHPRCYVpTSO52Vw9P/FyrBCOhe7o3eDS6zo9gFtGyxnccln/yjdj8OkAUhbP1k+8fG99di9hMPXMxXO51Cllj+MNd1cfQwIPcywWeRlOQdy7HLQZosQwDL41EW8k20EheTBpEXzdJFt4uXQiDn/giD9brLphqtByyJ98unkt6Y3sJyx0su99dxVASS/FXJ4E3fXfe13dxZMFl3YyDj7U2AfishdH9+sD7wjDbWQDcaSzNZ4w+B1hbpiBvRwXzwoI0MQb/PL1VNaXdm4GV/8kgnjpK2FLWVClt5BcnJ76JqQjY2QLPnGCY2V6wQsEmHI33gjeosjB3ABL+qQQuL1spmQd7oYKXlxjkih1+uL7aN+EAzMEjm6deCa5LgeQpo4uwezLeEdcWjDgeu4CWzi8G8DVJ0EezOGdhQQ41hTug0Ehsh1MvR+pdPwlOhQFm2f/2P0la6Qj6uSuayEeB27lN+EEBajubhwTnRr8cssdPrmep0a6OOvsGLpZpCRKvPOFWTq8HGPrW7zK1leRLVwXCpClHKs0KuvvYajPSCleBvuWXu7qyoL3MijzDKwQ6LLlRnLDgHKnsAxnsUW/80YHcemUP4msw91phnupX61HPWgJc3j4s44hd1zuSh1JdAGVS9kgKB2dmoPlGZo4oLwJ/Nnevv2r9dxC7J7FVzpSzYmju+QY07B2W8GuByztluJ9BHzzPUsYRHats/J/UcpRZB2qi+dvKzwXdBh3fUMsMVgtswIKGCj5iVcfO9sJrLoBAJ/sGvU61/N6GLffBmgJ1Vpab4F/KSbf5urCZl3CtkReOp7JQhV7rx7fqP3XA1+0Fm/CyUKuC0qu5znAChYGkKa34PgTInd3A7TEM5mQ4zYMA+o6ZBNumAYZNLPdy3c/Z/0+GPyGLtWgALLYzBBao+MSdqD8nutgXC8FXUwfaizVJAyUl2pZ5E2AlvCtLakMcPmWYB8w2xGAIX+jzy0YGJ5vk2C6m+pgwmXAKDdeZ6ytACUfKgdNbslKUJgweBZ7U/iuE9l9SSLAGl88E6jiceDFZbZFLMGuiO651rjNcSPP6FJwojs1p4+d510nATWcm2aCXWp/EK/13HVeDeATtSX3WAGU5PqxoEPCVPDRm3AyBXG5G6CkoWyZMhibjkEqAzJedhG7vU4fMDnHwdWV7S5/Nl392hlYguEvAGmaLWQXaon4hEZSSrsDzCd0/NniWVni5XL3kxvSKwwAs5RTlZpbAzRSEoDuodZxpxbDgrIEOwUZiMuG5eyguk5/6yWJAAvEPAk2b1wHFoHF1rsDMB6+teSWyr8kW+r33Mc34UwIqBulVIeyAcFGWdbkulNgI3gMF3fDiTdGoC5Xtoz6cDrwy8Za4iUR3cfOsq+0gMH0cUBZjvE+4GW3vIJOSV9yJ4sm+Tz61yTcDOhu4tgBOK9lFwXmk0Dx7IqXDJ4wkli2SjD80uWl9UTHzj8aS3EJC1yYfKpg834I2vZcN8AWvgfj3e8Cc+Fbkl7iEU+ubMl7F/wySH0bYYYlUYJ7het5wJnIxSwe5gmtUi3oNGrvA375n6srD5G7pSvoxOCJxBMsWxIJwkx4aecAPd6NtOvbDPNG6sDOWZSwn5g+7z8RS4sDQEPBM5GapdGtgNXzoVLqDR6m1UziuBIZrINyiW9g8iOzqB+z31i/QTquVAAlwU5iJJIB9zbgczAxqCEuQzHblchGtnmbxJig/vXJMMRlH8c6x45L+pZyCQaBQcmuo1STeHbPI93RPK13gs7XEb8NUPLSFyaXSAywlwM0mD6CGgrMmbJD6nsX4hWGHbMbPLHwLEo10DaIl/Mwvak3SIlB/M0P4YgX7WyTB0esAI2IC/mR2TOjLWtQ8jKg7qpL969Mx+0Vz/KxRZbF6fFnqQ/j4KExFxnTsPoo9ZfuiFc4VtcqiLg1WGg5JEw9ExErwS7gGSNHwv77U9kriGf8mwAlAePwgeu6jrIFHrvjdmxl7ghrkFc8Ylmh1JeUD9/9DFpyxVG2WsextANVpgT7ZzMAAoZbDgzqZmtQ0rhP3dJu+2l9VswsxuBpx3TQcolZmjax9O0FYbasDzo47BsseCnrUrBHbsX0tD44cgSAbKGQxc5tC+rKXLKmea7Nkwi6Btid1fqpmhmWmtmOuw4v6/izhV/+xNl762FyWWkEm1jqlEb4aCTQz6Uus6leKodlT/wQfMbKVxd+ZwzQdkm5zANHtl4KNsFGWT8XYTRLHW6BKtLxZeyK/ODdIyMoaYykwvvAb4pLr76+lMKLaUFbCZgqW3YOjCFBd/C5vvhHoxNqkJILj8Rz2Ws2M2Sik4K5c2HA9GrNJL3mt9yvAsP2Mv8B+wTOlVxfYhrirqbDwNTfWIN+zwPedWGW+O5p4q8GzJAHr3g5qa/ipTjiMuBx+ixc4kHXBieOHpC5fgb7vQj3Lrx7ZNwFXP7k9mNk2c+DZaFyB5PgA1MHO9N/GaNRfmSUlIzB6wPFRVkJLv0A38YnvviF+Z0gYvdMc4zHR2adCuJ8oIqzB3VhfsHgMRdR3Gy/F6AxluAzpOP2mkt6kII5m1idkTv43c/MdTpc524Yo6E3AZNnCoqd7aW28I2OhAVu6AaXADtgTVzE/44qCKLANDrHITWdEQpMDxhhKO69uy5BJLAOIquVXvBg+E9uSAsn0syTu2xdsgJ37DbuW15NF6q4Jdt7lS2oPLv0phzh3vVePFNQ39JB+VSBypkejAKrDGkd6s0MB7DjrmzhmeBZlJWxvvGCV5iM58j5ZR5UUJwMDNs8SdM605EYxBaexaXvvZ2IyzH+V8X4mgRW4AzDkMC0HCXTs0gZn2gismQXJt9yPEPu2uG753k/3PffhPMhF3+2vVevLJGIy6VaiXemmc5d0LIZACsv2WqUmTKx3Mf9WTxXoIqu4oYpiVkEptWosY4Tz/MgHpCtAdwkXJFGSxa3AiCw5DJ8LgjPpVPuh4HZOt+p7vAhYamXMeqzOI8hl8uiU8bqgGcjqGIfGLYXTSJdHlcXVq4HMwVlFMfLccM8WS24MBcmZ0pvWmr2gluR3S/aHcbA1GU0T7yWUm6GqSJ1MHSXRuUYnGzRjwHSXbKWxdIraGLnXtFb98hrdXUt6WWUOti8HWHzQirHaHQwCPIMUF4TRWIYPwo6zcy9aM6zKL3GaD65sawE/WW3YR3rox5+aSelAgW+lSNIHceWAigJIln5/Udm3TAv440aKDkQLwfAMy8dGYYhgbnmy5H6kIIvjUauuLpeqks/kHGY6Y1FIyUBLwdwIlC581rWEWEXXaM5Gp2pslsvb16ggcNsjn7GPcAzNyjI1hvHLX2cDoC4XPqOy4CEWi697uWH3ybB4lDLkltW4FulYxNyhulHsiRRLqXCsrWF+Y0Ivogf98+CDgzKudK7nA3Tu7wc48DogJLp8K2Mwe9ck6Nm+d76oCCL8L/US24uOrsmloIHY5whGe/cGwVQRbo0+pLeECV9frU+0zAse8ugjGcC1TqIrLPlIgFLVk/B5hMImHwqZpHGqAmsRLZerd+dZxd/PQde+uLX7u9lIC4DXiJ31SZwwLvW0gKUg7xY5EYePPHq5xmNMrKxDiIwGChMKSilGtmsv2xJF1dvdLZMdwPxPC6vLll0RrLyRmHXZamAuNyK0mvchhmCGrekmlQ4EC8DZjnW+Wn9sR3TpdSWPj69HqT+shgwstVYbCl8Yo3N0wGfNOCfqF7wQnelLr156eiyzmMcY94E4nKql14lLCNlqynuavaAb7/GS2JgDnXQyRalDhQgK/eB02dmsjVhpJ3Mc1G2sHlzKF1kNG+TeBlQywMXqbOUuu1KfHC8zCUEdc0Ex36ArRjd3xghXpDXzpFsvglnKbIEBPAWVxKlgiti526cLRwFqtKbbomP+geCTvN6dzu95wlPvJb6L/E3pSFKjCPCJ7sW14sTJ3VAXr3+zf1qJGfRT5K5+k04ZxGIoIcKPLtZNgP6MXbpiIKNEavtKjgw/mydyGQNA8awnYhOOUw1xfKJl/TdjS0ivjhxv0E5Q26ZSgD+bOFhMHWp5sAweS7yADds+kfjpM+VoJx9G2Qf2FfD/t3DdWGeYEkKnifUwZZjBMpSDZQfjNFb3JWtvwVlgOsuZV8GnjlU/UOLNyKf6IyCu76ZgrjMFAnOV5erwHSbMZaAgOxFtmKXBcqXCg4Av1xqLgPfCZ5x06v1eKELf+C4lXV6DHYesXp9poyOS+TSAqeTNDOcSXEyYkAJU0APjUvTrUroQiVZQbLyMFIwt5yFU5jUUMzWtL5V+L1YDrD7ihcKzC+F9OqLX2FA23E5URqX0velZikIn2zp/MT0TThLqS2vHryrD2UhuVyEqV+bhzRYNxbL4haXBwiaGJIMy4Asfn30ZRITbHeeN6ZLkayDIneVXcD1vBLgW7uyjd3LCCLB5T9X19TeWpYhRc6kDhzZHc/kw2Gkzpb4FrhUAxWzSz+Dkzr4UGNv+obCRBY5ll16fU7E/4Jn4cuASWBgS3r4W1CvvLTLy8bik0D9CCdheM7spJYWEoZnHvS3HHuRng61hAKMb8KRrHGJX7iZoD7jjhLoS2UH7i2kDl5Yy2F64tJIUrZ0GvAPZrp3bblcX0yL/fMISpz1hMziI3h3pGU0AzAy4LkFlUsFiZwAPEAYxunPj4x5LCmxtEd9H+TKsTV8K2hmcCm1K1t6sVSWRVyWrS0kCPPmu0rYK7jDJ4EbBCWyx1/0RKpXRr3v8FdFqfDfDQzbBjlVzj4yC0r+cqBwl90lJQBAS7y7RGVFLvNgDcCxjsHwyR353rXlviQ2agGzpOPPFsNyal1PzG5IFtvdFs7FtaC6TsTFFn5XvNT8kZ3+FtTPM27PBljWYVoBU7qU+EB3rQOKQ+7id8GNi+widsd487zr4eGc8gS5e4DEEwxqvZlhwsPUdzWXYPzZMhLD1lV25ymHca0x//BDjRiSLIK4DDBE/FJh2Voq99Zb3DeyW9Y4tZuInEiv+/VU9nWTuNkQTctwpg3rDdgpYEgwVJr6wRgZj83hHSbgl1KlzjVcXbJVGo3bPMwBYEnvKQdSgZvV4Jc4PSZbjl/FUhZ/thiWd4Srq7fI1l/hcaRZKpzJ9iyY/JNgQWyayi58F91e2Kf1jo/nPTpPkCtSv+xev3PCSlPUjy5Tzi0QrJwqzxDAW8SDGMXfP60HLfFMSmXXRdEtLXJsSZVG8GCnEJQRl1yfEhzdBLZGutTV5XwdtxwgTFUiUWAC8f0AS1k8zx32rZcjgdTwTKRXOQDDQNugBlqOlK3XUydHJ8u+roXnqWncQz0DYJbZKIgvdbLyb+CXUk4QlJTuTMSQ7/6lscH0LNASvutgWwNI4q5apmSvoHAwRiPruqAWc2Wx6f7U7TfhSFp2ytxGCqrLytyVmm4YaZ1nyC2eIVuwFAsGdweQyKmYZUOA8oY4vj+1t0D3K8ojueVuvKQfiCzBEoD6Xnbs+zlR6pypuSdeZ2oHwUZ4PiF7qdYUexdQcr0bOA8g7V6K4/VzoIb+E+Hdzzh6ipPHgKpPRVBLLll8a5jJzqlxvfT9CgaznBLs7EKDKdWC7+WvrjxS7k6+YQCuB3AZeH2oM5HFjzXfjLEFYxZiC6sDOG6DkX61fmuag8D+bei9Lys4zdILO+AssuxK2NQtpd6IZAC35M0rKyDurFMImtnrQAQm77mOtavMGAxJr9Z4MaxnSeSSDr8LP/nLj50505dg7DzwjwkUZunVwBgDeuzf8p2kjgPPHKZ10bFysK8CR99VIpdTMYvg9a9VmGcLg53lWIda5klkN1Muf0lkLkze4MvA8RMvQjZSbwKdIPzScTEkEhNElvNkYlBeKhzYZRhWz+Icd0ygAKFiPzIb/JbIg9hSQ1ye2R2IXJsn7I3+r1JKOvbF85twnBqGBHGZ6S4mwf9igJIDbiiivquGAeDtQj0HnokcJij/tLY+GDRportORvwS00/Cw0wAXoYByiJ3b2Xsn99AKcdoAnE5FvEEBGQZn38u6ID+krjV2nKBp3ArgH81YJZT/Xr+IizpZ5WptfV37EkQVDkLJiJ2AwCnT+GgvNA9JB3EknimzKyggyE5s1sO8D/3rq/UywkQL83cPXN0IhiS7AKzZRj2TxhMXlLkABMMHtMHdpbX6c1rC4+agiEBFVkEUZZbB5McwHouVpX/VqDrZth19MRLApasYwpUvsvFi7HZFDRV0AEZTZWJ24yURaRCkGWRpVoWvAHyLV5MbCpbgCX9Q9YbekmBybnoukuFg3pwAbUyUVayCMxLEtlrhO1ONdV5nqCAyH0fkxdb96bYAS91gvXS4p4Ez0qjsxRfwtLT+lL92HsEBBgoOY6sUBpxl4noblK5WM7A7oHC28Zit3tjPviipcLF1bklwU7BYYLjbuDPtufKSZjuBAOlcXyjsxusjGeRn3gdDBMoiMstx0aqDHiFA9mgNmkeiGfBb5ElGLR1MX2okcEweR8NK7v0vvizfSmC/aO925owS2Qp1Tu+jCByt9xLEnkA2eWik8LqOTpMHhzh1QKrr2zFkp4BMLlESkAuOk2uoz6qMh5X18h3otJDjuXCtUbHQM/iS+Ut/FTEpntGhm5v8VIWtR3qJ9Bjnp/WL30Rl8vAM4eq/2qgtsPmVAG/lCq7GTbhv9KUAGfRvD8Vqrg7gKxLJGjZmAbfAy5860PTZYCSLVZZ/yVT+NdT4SmhvjvSrnjID4xkvdGUmJKI53IrGA/fWnKv4gYbHLPsT+y+4OWG2QrQ9mCATHzT/YTi8FCARnx3gC1WgOEJwM4k6/fWw9QlrG8tBV8GTM4tvHgwfhOlRQm71H655ZIbinLpwn1XSRijREquzB2m0fmbgbh82QqUBo93lyviDKUyx/R66jJg8iYyF0eavWPfmgASOXah8Nj8TWRBB2gUduOAEnTurXvi5ezCGCUFvlgavQnpXrKOwYjdLS/E5cvYVQMl0zJfXfjlhyGYPFOWrAnQK2edbMrc0vcrERwdz68ClFzhCy5DBc89Yfxygj6Ww7zEl0hsSjEdVJFLtnCmMMrHkXVglo71Uy8/778M7FAYlolb4kvNXicjQXmv3IARl7vKUF2XN2ooRmr+kD2JTK1sEbrccmphmDPrAF4OsBTf8g1R6uC16ZIrAY3v/bkg7BwxRjZeu4FPH4wYsNWV+CyyFVkKlPQ6gQKTs+nSV+qU763HcP2URjB5H84LBuBcztwnOp5L1w3uyzGWgDI+0YFfIhbHsG/CcYSXAUqWXnjm8Jdd0A+auzFaBLumIgFBM88zLR1d1kuvXUq4eYEqwQhD3rs731LkwGLJ3dIMYKgcv/CYPbbYNKs5TeZmHRiR5g/ZUOc9O+Zhtljw3ezi1DJrKXs9Dz6ofizbmMqKbOVukN2FOcq1/5fG7NWIbBkt6UFt2ZIALgadA1hPCV14TKmJAlwGKLkjf5kEvnuYvuh3oRFxGK4v1VDky9gCS+KxQm/xkrvUwfOxDP50VK/W52mC/ZLbeP3XA98pBCnUAIcBLZfIYBcCwzbH+NB4s3r6WYCSJXJLB7UFTL4VbyxAS6e25F7PvXY6SztQIh0lbKKU709lo2vz4a1BTl4HlGNA6YK4PDMNMMRlbmF/r7f0uYVnES8+7o/4tCwMc/mDxsmEgelmbp5EejmRLXFJXCoEwDF3codquQr2nyzd+Zt7V+5KuwaQvSZYCV6KH+iAKkud3mUXye69QqCgO2IOtr66YPJcLAWXSDxzKAWo3LmUdQfLgeI0nynvukjWe9++CP/Q6CZBgcmBONLfjN6OkT3XsbYUUD/bKGV7qUYQlNz5+IoXd0upjFxqbkU5wEE3UyQeQ94YjfhmBoY1rLNYGsG3XJRvIOwFDwKUuDGmumu9cYdq5TEk0uGdCKjSz8BqDG64ASNbWRPqc0FLyrLu8gkfjPIMZYQx+iW6e1Q/T6PwFcYRsfMQUCKv5w7+bDdekpDqffHYglulPp7bcRlESvHG+kwcR2MEfJaCWe4OIClnr3hla+w8kOR69oJZBkpQ6FmN2lempeYBflf5IKarCztPx2Udz5bjXuogB/BShLlO7Y3L9RyV62eBuPwqfkk2uPCbcLZmcOCmLjGgK/x4HphLDmpnt1yk3ZbOS99duwAuFRgG37rDvcVraRrsmmVjhE9/3bCz3FUr60sXUFIG1BL1aZLF9/GfR8YzxZ4lkVgBgtoSjx0LRMzS61skFAYGI6WWY2R31wUlOfiJ12Uu6DDM5JuJpWymNCIS44p4dkGA94HVJcH4LQBUHasLKetLALzdFOGbcLJ1GOk9BUMCwiBSjk23MK6FuDye5D0XLx4ptgLDKctPvMoZYCYv6U7zpYgjBkFuSTA6jFMbt2GS5TC9mgPcXHhYaC3jzT8a4ZeTGgiwK34cjQ4U8mAA7D9tu62nGTgJajB1aTG1QMjdCKz/ubqy7plrE6DEYcoZUP+elIIlJZhuGUHtwoGmBIDq7CUTqYxikvzBIKdc1pvuLnGpBrPEzg3aifSRFQ4EJ+64dRaNC/xhCeJluG/CCYJhhsv8ggRB5zIJZpjr4oUvYxAFe53dOlRdciWyjCy4C/uJ/AZCqGJQaxwn/Qa2BViyGilQDgUr7RrMS6nMBSW5zvQMcLH1yBjcv4oshf1b62UOzlInCAbZb0PqYwUYWz0Yahko0mUSOf5ckBaFAWR6AOPoN58ppUjPwv5TuuMZMhGUl0Z4JjDdMniM66P/ZRafHlXQkiuByF088915glcP6E17ZYfkeomUyi5vQv4t6CBAy2OpTwZoWlzHSmpE4rkso0fugpcKMncWOD2JI8Xdu7JyYyoxKDAHXkxZGmVZREzmOsAuqxeBByxNc+DPNviyO/78nN27gtd/MWDysQiqnOm7VoNx+FCUsBA3a9QsiUsk1FTsfoVvwmlGcaIhDywHw58t6Hg1k5QzLAHTMEFT1kt918KLu20mLoOtnQvXD57Wgyyk3ZbaWTewlsQA6E0dslHAzpBYXdITuAyYfKy4umRNy92PnS0Fl3SpxiJSh4sYkqUInom0dlHCJBg7j0xXnLykuy7oIDiR0uuKu9bfuw6GCa3jwLvfpmV9C7wl4lhBBCaXSAYvKY1Uo+mKn7zgJQMvri48fzUkwLUceAkIsINWNoXJj+O9iFRwsku7H0D1JhwWhaqXIltGv6RW6oOSUg0rQOm1bAXxbJq7Z0gO9zYJPCt4dr+Kl2oweRZ3rAafkb3XgRSz8MUvTtlFkdzLu1J+V0kZB5S/EFi1AmDZ3YVlJNQ/OfAE/NIM7MUAbP6O9G/CCQNgNZsTvHYOnZwk0LE6FL3dmzhw6SnwCSPhH5LOTJfx/mk9hkT6hmHOWg2M6+iuK3QAZyEdue4oW/Feh1nwrS2dn/i5uv6/X/qH47/4F//iX/yLf/Ev/sW/+Bf/4q/F///fHuBf/It/8S/+xb/4F//iX/yLf/E2/j2t/xf/4l/8i3/xL/7Fv/gX/+L/fPx7Wv8v/sW/+Bf/4l/8i3/xL/7F//n497T+X/yLf/Ev/sW/+Bf/4l/8i//z8f8A2wKqyOuQnGMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1010x410 at 0x7FDE0F5EA898>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Binary cross-entropy training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:09.860245Z",
     "start_time": "2019-02-26T16:40:07.589673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3946b36ed2614333a7837509885f59aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=500), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "m.bias.data.fill_(0) # reset b\n",
    "\n",
    "optimizer = Adam(m.parameters(), lr=0.05)\n",
    "\n",
    "loss_plot_x = []\n",
    "iou_plot_x = []\n",
    "\n",
    "for iter in tqdm(range(500)):\n",
    "    optimizer.zero_grad()\n",
    "    out = m(feats)\n",
    "    loss = L.binary_xloss(out, labels, ignore=255)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    preds = (out.data > 0).long()\n",
    "    loss_plot_x.append(loss.item())\n",
    "    iou_plot_x.append(L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:10.060900Z",
     "start_time": "2019-02-26T16:40:09.861365Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'iteration')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.suptitle(u'Binary cross-entropy training')\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(loss_plot_x)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('iteration')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(iou_plot_x)\n",
    "plt.ylabel('Image-IoU (%)')\n",
    "plt.xlabel('iteration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:10.078010Z",
     "start_time": "2019-02-26T16:40:10.062238Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final image-IoU: 9.339645376997982\n"
     ]
    }
   ],
   "source": [
    "preds = (m(feats) > 0).long().data\n",
    "print(\"Final image-IoU:\", L.iou_binary(preds, labels, ignore=255, per_image=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T16:40:10.150431Z",
     "start_time": "2019-02-26T16:40:10.079588Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1010x410 at 0x7FDE0852D898>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:lamlearn]",
   "language": "python",
   "name": "conda-env-lamlearn-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
